Top Machine Learning Companies

Technology now touches every aspect of life, and machine learning (ML) is growing as a basis of modern innovation. Machine learning has transformed the way companies function and prosper, from predicting market trends to changing client experiences. The demand for top machine learning firms is stronger than ever. Businesses want skilled partners to unlock the power of data-driven solutions.

Our team focuses on the knowledge, innovation, and creative approaches provided by the premier machine learning companies. Finding the right partner is important. This applies whether you are a startup wanting to use AI or a company looking to improve operations. This is key to surviving in this complex but profitable industry.

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List of the Best Machine Learning Agencies and Machine Learning Professionals

Certain agencies may be featured through sponsored placements. Rankings and SF Scores remain unbiased and are based solely on our evaluation methodology.

2068 Companies

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Datamam
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Claimed by Official Representatives

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 50% Artificial Intelligence

  • 25% Digital Marketing

  • 25% IT Services

Transforming Raw Data into AI-Ready Intelligence

Datamam is a specialized data intelligence company that partners with senior business leaders — including CEOs, CTOs, CIOs, and Heads of Data — to convert raw, fragmented datasets into structured, AI-ready intelligence. The company focuses on delivering tangible business outcomes: accelerating time-to-insight, reducing operational overhead, and uncovering new market opportunities. Datamam's data solutions are designed to integrate seamlessly into existing BI, AI, and analytics workflows, empowering teams to act on reliable information without diverting internal resources. Whether supporting data annotation, enrichment, or end-to-end data pipeline management, Datamam provides scalable and secure services tailored to the unique needs of each client.

View Datamam Profile
Inside Service Listing

$300 </hr

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

250 - 999

Team size
Inside Service Listing

Laguna Beach, USA

Location

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 50% Artificial Intelligence

  • 25% IT Services

  • 25% Cloud Computing Services

Leading digital transformation through AI and cloud innovation

Kindrix Group is a full-service digital transformation consultancy specializing in AI solutions, cloud architecture, DevOps, and managed IT services. Positioned as a strategic technology partner, the firm helps organizations across industries modernize their infrastructure, accelerate cloud adoption, and embed intelligent automation into core operations. Their integrated approach spans AI implementation, DevOps pipeline optimization, and ongoing IT support — enabling businesses of all sizes to remain competitive in an increasingly technology-driven landscape. Kindrix Group operates with a strong focus on innovation, scalability, and client-aligned outcomes.

View KindrixGroup Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Indore, India

Location

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 50% Artificial Intelligence

  • 50% Product Engineering services

Strategic Enterprise Architecture and Digital Platforms

Pariveda Solutions Inc. is a world-class technology consulting firm and custom software engineering agency that constructs mission-critical web applications, high-performance cloud ecosystems, and integrated digital products for global brands and Fortune 500 enterprises. The company excels at navigating high-stakes digital disruption, specializing in rapid technology prototyping, technical feasibility consulting, and comprehensive enterprise MVP deployment. Their multi-disciplinary engineering squads leverage cutting-edge cloud architectures, advanced machine learning engines, and robust security parameters to deliver enterprise-grade software products built to scale infinitely. Pariveda Solutions blends elite software craftsmanship with continuous automated testing pipelines and state-of-the-art UI/UX strategy, ensuring that complex business operations are translated into incredibly intuitive, high-value digital interfaces. Their strategic consulting framework effectively minimizes implementation risks, simplifies backend data silos, and guarantees predictable project delivery timelines that generate sustainable competitive advantages.

View Pariveda Solutions Profile
Inside Service Listing

$150-$199/hr

Hourly Rate
Inside Service Listing

$50,000+

Min. Budget Size
Inside Service Listing

500 - 999

Team size
Inside Service Listing

Dallas, USA

Location

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 50% Artificial Intelligence

  • 15% Internet of Things

  • 15% Cloud Computing Services

  • 10% Software Development

  • 10% Web Development

Empowering Enterprises with Scalable, Intelligent Cloud Solutions

Goaltech is a data and artificial intelligence consultancy dedicated to helping businesses achieve their strategic goals through high-quality technology products and services. Led by directors with more than two decades of combined experience in data technologies, Goaltech closely follows emerging innovations to offer clients the best possible combination of tools, balancing time, cost, and quality for every engagement. The consultancy provides a comprehensive range of services including data analytics, data science, data warehousing, data architecture, data integration, big data solutions, data visualisation, and cloud computing, serving corporate clients across financial services, online marketing, retail, and government sectors. This broad technical scope allows Goaltech to support organisations at every stage of their data maturity journey, from foundational architecture to advanced AI-driven insights. The company's commitment to continuous research and development in data analytics and data science ensures clients benefit from the latest thinking and techniques. With a strong focus on customer satisfaction, Goaltech aims to deliver high quality outcomes at competitive cost and on time. Businesses seeking a data analytics consultancy, data science specialist, or cloud and big data partner will find Goaltech a deeply experienced, innovation-focused choice.

View Goaltech Profile
Inside Service Listing

N/A

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Bath, UK

Location

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 50% Artificial Intelligence

  • 50% Internet of Things

Accelerating the practical application of deep tech

Digital Catapult is the UK's leading deep tech innovation organization, accelerating the practical application of advanced technologies including artificial intelligence, 5G, immersive technology, quantum computing, and the Internet of Things. Founded in 2013 and headquartered in London with regional centers across Brighton, the North East, Northern Ireland, and the West of England, Digital Catapult connects startups, scaleups, established enterprises, and academic researchers to solve real-world industry challenges. As part of the Innovate UK Catapult Network, the organization provides testbed facilities, technology and innovation consultancy, acceleration programmes, and bespoke research and development support. Digital Catapult has supported thousands of companies since 2018, helping UK startups raise significant investment funding while advancing industrial supply chain resilience and future network development. Its programmes span sectors including aerospace, defence, energy, creative industries, and manufacturing, with initiatives such as SONIC Labs for Open RAN testing and the UK Digital Twin Centre. By bridging the gap between deep tech research and commercial deployment, Digital Catapult helps UK businesses de-risk innovation and scale advanced technologies for economic growth.

View Digital Catapult Profile
Inside Service Listing

N/A

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

50 - 249

Team size
Inside Service Listing

London, UK

Location

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
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Expertise Distribution (%)
  • 50% Artificial Intelligence

  • 25% Blockchain Development

  • 25% Digital Transformation

Start Your AI Journey Today

Blackbook.ai is an Australian artificial intelligence and blockchain development company established in 2013, providing AI, automation, and data solutions to businesses across Brisbane, Sydney, Melbourne, and Adelaide, with additional teams in the Philippines, Vietnam, Canada, and the United States. The agency specialises in artificial intelligence development and blockchain implementation, helping organisations of all sizes solve complex business challenges using cutting-edge technology and local, hardworking consulting teams. Blackbook.ai positions itself as an alternative for Australian companies seeking to work with capable local consultants rather than offshore providers exclusively. With a strong track record serving major Australian brands, Blackbook.ai combines AI expertise with blockchain development capabilities to deliver tailored, business-critical technology solutions for organisations beginning or advancing their AI and automation journey.

View Blackbook.ai Profile
Inside Service Listing

N/A

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Brisbane, Australia

Location

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

6

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
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Expertise Distribution (%)
  • 50% Artificial Intelligence

  • 50% Blockchain Development

Financial Trading Software & Technology Solutions

Snap Innovations is a financial trading technology company established in 2011, providing artificial intelligence-driven trading, brokerage, and blockchain solutions for the finance industry. Headquartered in Singapore with a presence across Australia, Thailand, Malaysia, Vietnam, Indonesia, China, Hong Kong, Dubai, and India, the company serves banks, brokers, hedge funds, proprietary traders, and technology vendors. Snap Innovations began as an independent AI technology company and has since expanded its expertise into real-world applications spanning finance, HR management, proprietary trading, and fintech more broadly. The company's customisable trading platforms help clients optimise trading strategies and improve competitiveness in fast-moving financial markets. With a strong regional footprint across Asia-Pacific and deep fintech specialisation, Snap Innovations is a relevant partner for financial institutions seeking AI-enabled trading technology and blockchain-informed fintech solutions.

View Snap Innovations Profile
Inside Service Listing

N/A

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Singapore, Singapore

Location

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5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
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Expertise Distribution (%)
  • 40% Artificial Intelligence

  • 40% Web Development

  • 20% Digital Marketing

Your Future starts now. Let's build it together.

Avadhana Tech is a Mumbai-based AI and web development agency building high-performance digital products. Founded in 2024, the studio specializes in Next.js development, UI/UX design, GEO, and custom AI tools. Serving startups and growing businesses, Avadhana Tech delivers scalable websites and intelligent applications designed to accelerate business growth.

View Avadhana Tech Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Mumbai, India

Location

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
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Expertise Distribution (%)
  • 40% Artificial Intelligence

  • 45% Software Development

  • 10% Mobile App Development

  • 5% Web Development

Software solutions that transcend Your business

ITSense is a rapidly growing digital solutions company founded in Colombia and incorporated in the U.S. (ITSense INC), delivering custom software, AI-driven platforms, and predictive data science solutions. We specialize in helping organizations in finance, education, and government sectors tackle complex challenges with innovative technology. With 400+ successful projects across six countries, our expert teams combine deep technical knowledge with agile, results-driven execution. Our proprietary platform, Analyzer, is transforming compliance workflows across LATAM, while our end-to-end services cover ERP modernization, mobile and web applications, intelligent onboarding, and risk management systems. ITSense is trusted by banks, fintechs, cooperatives, universities, and enterprises looking to accelerate growth with scalable, automated, and AI-powered digital solutions. By integrating cutting-edge technology with business-focused insights, we ensure every project delivers measurable impact, operational efficiency, and sustainable innovation. Partner with ITSense to modernize systems, leverage AI, and create digital platforms that drive real-world results and long-term business growth.

View ITSense Inc Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

50 - 249

Team size
Inside Service Listing

Bogota, Colombia

Location

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 40% Artificial Intelligence

  • 40% Ecommerce Development

  • 10% Mobile App Development

  • 10% Web Development

We Win When Our Customers Win

Geoviz is a leading software development and digital solutions company headquartered in Oakville, Canada, with branch offices across the USA and Pakistan. We specialize in delivering end-to-end digital transformation services and building high-performance software apps and platforms. Our expertise spans e-commerce solutions (B2C stores on Shopify, WooCommerce, and marketplaces like Amazon, eBay, Walmart), inventory and warehouse management, order fulfillment, workflow automation, document automation, collaboration tools, mission-critical apps, and cloud platforms. Our team of software architects, engineers, UI/UX designers, marketers, and cloud specialists brings decades of experience across manufacturing, wholesale, distribution, and retail industries. With globally sourced talent, we transform business ideas into scalable, reliable, and commercially ready applications, helping clients innovate, automate, and grow in the digital era. Passionate and fun-loving, we deliver solutions built for performance and scalability.

View Geoviz Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

50 - 249

Team size
Inside Service Listing

Oakville, Canada

Location

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
info
Expertise Distribution (%)
  • 40% Artificial Intelligence

  • 20% Mobile App Development

  • 20% Web Development

  • 20% Web Design

Your Personal AI Product Manager.Supercharged by AI.

Zero to Ten is a product strategy and development agency helping startups and growth-stage companies transform ideas into scalable digital products. We specialize in AI solutions, B2B SaaS platforms, and automation, delivering market-ready products with speed and precision. Our team combines strategic product leadership with hands-on development, working as embedded partners to validate concepts, define go-to-market strategies, and launch MVPs efficiently. We focus on clarity, execution, and measurable outcomes—turning complex ideas into high-impact solutions. With a startup mindset and deep industry expertise, Zero to Ten enables businesses to accelerate innovation, reduce time-to-market, and build scalable products that drive sustainable growth.

View Zero To Ten Profile
Inside Service Listing

$100-$149/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Round Rock, USA

Location

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
info
Expertise Distribution (%)
  • 40% Artificial Intelligence

  • 40% Product Engineering services

  • 5% Ecommerce Development

  • 5% Mobile App Development

  • 5% Web Development

  • 5% Digital Transformation

Engage with the Emerging: Transform at the intersect of deep domain expertise and emerging technologies.

Coforge is a global digital services and solutions provider headquartered in Noida, India, enabling clients to transform through the intersection of deep domain expertise and emerging technologies. The firm leads with a product engineering approach, leveraging Cloud, Data, Integration, and Automation to build intelligent high-growth enterprises. With delivery centers across 24 countries and a workforce of 33,000+ professionals, Coforge serves key verticals including BFSI, travel and transportation, healthcare, and government, and has been recognized as a Great Place to Work for five consecutive years.

View Coforge Profile
Inside Service Listing

$200-$300/hr

Hourly Rate
Inside Service Listing

$25,000+

Min. Budget Size
Inside Service Listing

10,000+

Team size
Inside Service Listing

Princeton, USA

Location

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

5

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
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Expertise Distribution (%)
  • 40% Artificial Intelligence

  • 20% Software Development

  • 20% Blockchain Development

  • 20% Cloud Computing Services

Innovate, accelerate and grow

Snowmicro Pty Ltd is a Sydney-area software development company founded in 2009, offering product design, cloud consulting and systems integration, AI development, custom software development, and mobile and web application development. Based in Carlingford, New South Wales, Snowmicro has spent over a decade helping startups and enterprise clients across healthcare, e-commerce, and hospitality accelerate innovation through tailored technology solutions. The agency's services span application management and support, blockchain development, and digital transformation consulting, backed by a values-driven approach centred on excellence, innovation, trust, and collaboration. Snowmicro's experienced team supports clients from initial cloud strategy through to full-scale mobile and web app deployment, positioning the company as a dependable partner for organisations pursuing secure, superior, and responsible technology solutions across Australia.

View Snowmicro Pty Ltd Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Carlingford, Australia

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% IT Services

  • 30% Cloud Computing Services

  • 10% Software Development

Let's scale your ideas into resilient, cloud-native products

Perfsys, an AWS Select Tier Partner, delivers secure, scalable, and cost-effective cloud solutions for startups and SMBs. Our AWS-certified team specializes in cloud migrations, custom application development, and cost optimization. With expertise in architecture, DevOps, and cloud security, we create resilient infrastructures that support growth and innovation.

View Perfsys Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Tallinn, Estonia

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
info
Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 20% Software Development

  • 20% IT Services

  • 10% Ecommerce Development

  • 10% Mobile App Development

  • 10% Web Development

Engineering World-Class Software. Powered by Product -First Approach.

Ardellion is a software development company specializing in scalable digital products and custom software solutions. Backed by proven SaaS engineering expertise, the team delivers innovative, high-performance applications that help businesses accelerate growth, optimize operations, and achieve long-term success through reliable, product-focused technology.

View Ardellion Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Tampa, USA

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
info
Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Mobile App Development

  • 20% Software Development

  • 20% Digital Transformation

Purpose Built Software Solutions

Custom Stacks delivers purpose-built software and AI solutions designed to elevate your business performance. We provide a transparent, reliable, and client-focused development experience, guiding you from concept to deployment. Our proven 7-step development process begins with innovation sessions to understand your goals, followed by interactive prototypes during the visual design stage. We then move into full-stack development, rigorous quality assurance, and seamless deployment. Post-launch, we support ongoing maintenance and optimization. Throughout every stage, your dedicated Custom Stacks project manager ensures clear communication, expert guidance, and proactive advocacy, helping your business leverage technology to achieve measurable results and lasting growth.

View Custom Stacks Profile
Inside Service Listing

$100-$149/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Rancho Cucamonga, USA

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
info
Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 20% Web Design

  • 20% IT Services

  • 20% Product Engineering services

  • 10% Software Development

Let's Build What's Next: Together

Streaver is an AI-driven software development agency focused on transforming bold ideas into high-impact digital products. We deliver tailored AI consulting and custom technology solutions designed to align with each client’s business strategy, growth targets, and operational needs. Our core expertise includes AI and machine learning development, intelligent automation, and data-driven systems that unlock measurable efficiency and innovation. We provide full-cycle software development—from product discovery and architecture to deployment and long-term support—ensuring scalable, secure, and future-ready applications. Streaver also offers dedicated team augmentation with experienced engineers and designers, human-centered UX/UI design, and robust DevOps and cybersecurity services. We help organizations build resilient digital ecosystems powered by modern technologies, agile processes, and practical AI implementation.

View Streaver Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$25,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Montevideo, Uruguay

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
info
Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Software Development

  • 20% Web Development

  • 10% Digital Marketing

  • 10% IT Services

Intelligence. Engineered to Deliver.

Valanor is a boutique data and AI consultancy specializing in complex, high-impact solutions. We don’t just implement software or AI models—we design scalable data architectures and intelligent systems that enable organizations to operate in real time, make faster decisions, and achieve measurable business outcomes. Our team thrives on tackling mission-critical challenges where speed, accuracy, and scalability are essential. Each engagement is senior-led, hands-on, and results-driven, ensuring every solution is robust, actionable, and aligned with strategic goals. From advanced machine learning pipelines to real-time analytics platforms, Valanor delivers clarity, precision, and transformative insights in even the most complex operational environments.

View VALANOR Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Reutlingen, Germany

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
info
Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% IT Services

  • 30% Cloud Computing Services

  • 10% Software Development

Driving Digital Transformation

Voolkia is a leading provider of IT staffing and technology talent solutions in Latin America, headquartered in Buenos Aires and operating since 1985. We help companies across the United States and LATAM quickly access highly skilled IT professionals, software developers, and technology specialists to accelerate digital initiatives and scale teams efficiently. Our services include IT staff augmentation, dedicated development teams, and permanent tech recruitment, enabling businesses to fill critical talent gaps and support complex technology projects. With deep knowledge of LATAM culture, language, and business practices, we ensure seamless collaboration and strong alignment between companies and technology talent. Voolkia offers time-zone aligned teams, rapid deployment of experts, and flexible engagement models—from individual specialists to fully managed technical teams. We also provide end-to-end talent management, including recruitment, onboarding, payroll, and logistics, reducing operational overhead for our clients. Through our extensive regional network and rigorous vetting process, Voolkia delivers reliable, high-performing IT professionals that help organizations reduce risk, improve agility, and maintain a competitive edge in today’s technology-driven market.

View Voolkia Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$50,000+

Min. Budget Size
Inside Service Listing

250 - 999

Team size
Inside Service Listing

Buenos Aires, Argentina

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Web Development

  • 30% Web Design

  • 10% Ecommerce Development

Design-led, engineering-backed

Norml Studio is a modern digital agency specializing in high-performance websites, web applications, and intuitive UX/UI design for businesses seeking scalable growth. We combine product research, rapid prototyping, and strategic branding to deliver user-centric digital solutions aligned with your goals. Our expertise includes custom WordPress development, React and Node.js applications, API integrations, data management, and eCommerce development. Acting as an extension of your team, we ensure seamless collaboration and measurable results. Whether launching a new product or optimizing an existing platform, Norml Studio empowers brands with innovative technology, streamlined design systems, and conversion-focused experiences that drive long-term business success.

View Norml Studio Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Fort Myers, USA

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

View Profile Visit Website
Services Provided
info
Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Ecommerce Development

  • 30% CMS

  • 5% Mobile App Development

  • 5% Web Development

Pixels that convert. Code that empowers. Building your digital future

2Hats Logic Solutions: Your Partner in Web & Mobile Innovation Founded in 2012, 2Hats Logic Solutions is a leading web and mobile application development agency in India, empowering startups and enterprises with scalable digital solutions. We provide end-to-end services, acting as an extended development team that adapts to your project needs—helping you scale up or down efficiently. Our expertise bridges cultural and communication gaps, ensuring seamless collaboration across borders. Our core services include web development, mobile app development, UI/UX design, dedicated staffing, and digital marketing. We leverage top technologies such as PHP, MySQL, Node.js, AngularJS, React Native, Ionic, Laravel, Symfony, WordPress, and leading e-commerce platforms like Magento, Shopify, and Shopware to deliver secure, scalable, and high-performance digital solutions tailored to your business goals.

View 2Hats Logic Solutions Private Limited Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

50 - 249

Team size
Inside Service Listing

Kakkanad, India

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Mobile App Development

  • 30% Web Design

  • 10% Web Development

Build Fast. Scale Smart. Own Your Market

We build high-performance mobile applications and AI-powered solutions designed to align with your business goals and drive measurable outcomes. Our process begins with in-depth discovery, followed by cross-platform development for iOS and Android, ensuring maximum reach and efficiency. Our experienced team has delivered 20+ apps across industries including FinTech, HealthTech, and PropTech, specializing in AI integration, custom app development, and complex technical problem-solving. From UI/UX design and MVP development to app store deployment and ongoing support, we manage the entire product lifecycle. With transparent communication and weekly progress updates, we keep you informed at every stage. Whether you're a startup launching your first app or an enterprise scaling an existing product, we deliver user-focused, scalable mobile solutions that enhance engagement, streamline operations, and unlock new growth opportunities.

View Kochanet, LLC Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Middletown, USA

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Mobile App Development

  • 30% Web Design

  • 10% Web Development

Your Vision,Our Technology

Crrraw is a strategic technology partner helping startups and growth-stage businesses build, optimize, and scale through custom software development, automation, and digital transformation solutions. We collaborate closely with forward-thinking companies, offering end-to-end support from product ideation and development to deployment and continuous growth. Our services are fully tailored, covering web and mobile app development, workflow automation, and advanced technology solutions designed to solve complex business challenges. We focus on delivering scalable, high-performance systems that drive efficiency, reduce operational costs, and support long-term success. At Crrraw, we go beyond traditional development by acting as an extension of your team. Our hands-on, agile approach enables faster execution, better alignment, and measurable outcomes. With proven experience supporting startups from concept to scale, we help businesses innovate, streamline operations, and achieve sustainable growth in competitive digital markets.

View Crrraw Holdings LLC Profile
Inside Service Listing

N/A

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Houston, USA

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Mobile App Development

  • 30% Web Design

  • 5% Ecommerce Development

  • 5% Blockchain Development

Welcome to AleannLab, where innovation is our language and excellence is our currency

Aleannlab is a global software development company delivering cost-effective, fast-turnaround digital solutions for modern businesses. We’ve supported 20+ companies across the US, Europe, Australia, and Asia, helping them build scalable, high-performance platforms. Our expertise lies in custom CRM systems, SaaS platforms, and CMS development tailored for fintech, green energy, healthcare, and real estate industries. Backed by 10+ years of experience, our senior developers create secure, maintainable, and fully tested applications, while our QA team ensures bug-free performance. Our Services: Web and mobile app design & development (iOS, Android, cross-platform) MVP development and product strategy Front-end and full-stack development (React, MERN, Django, Laravel) Cloud, DevOps, and CI/CD (AWS, Docker) UI/UX design and responsive web applications With a collaborative, agile approach, we transform ideas into scalable digital products that drive business growth.

View Aleannlab Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Poltava, Ukraine

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Mobile App Development

  • 20% Web Development

  • 15% IT Services

  • 5% Internet of Things

Preserving Nature, Nurturing Fish

Panacealogics is a global technology solutions company with operations in Australia and Pakistan, delivering advanced AI-driven software for startups and enterprises. We specialize in Machine Learning, IoT development, hybrid mobile apps, business analytics, and custom web development, helping organizations accelerate digital transformation and innovation. Our expertise spans high-impact industries including aquaculture, EdTech, healthcare, real estate, and automotive. Leveraging cutting-edge technologies such as generative AI, large language models (LLMs), and predictive analytics, we build intelligent systems that optimize operations and improve decision-making. From AI-powered inventory management in the auto spare parts sector to data-driven healthcare insights and real-time real estate analytics, our solutions drive efficiency and growth. In aquaculture, we deliver computer vision solutions that enhance monitoring and productivity, while our EdTech platforms improve learning experiences through smart automation. Our tech stack includes Python, .NET Core, React, and React Native, enabling scalable, high-performance applications. Panacealogics provides end-to-end services—from strategy and design to development, deployment, and support—empowering clients to build future-ready digital products and gain a competitive edge.

View PanaceaLogics Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Sydney, Australia

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Software Development

  • 30% Cloud Computing Services

  • 10% Ecommerce Development

Data Science with Purpose, Innovation with Impact.

AbsoluteLabs is a trusted IT services and business consulting company specializing in digital transformation for modern enterprises. We help organizations streamline operations, improve efficiency, and accelerate growth through innovative, scalable technology solutions. Our expertise includes digital transformation consulting, cloud migration services, AI and machine learning solutions, Salesforce CRM optimization, and enterprise IT support. We enable secure, seamless cloud adoption while delivering data-driven insights that support smarter business decisions and improved customer engagement. With a strong focus on reliability, agility, and performance, AbsoluteLabs empowers businesses to modernize their technology landscape, enhance operational resilience, and stay competitive in a rapidly evolving digital economy.

View Absolutelabs Profile
Inside Service Listing

N/A

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

50 - 249

Team size
Inside Service Listing

London, UK

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% IT Services

  • 30% Cloud Computing Services

  • 10% Ecommerce Development

Humanizing Technology

SEIDOR is a global technology consulting and digital transformation company helping organizations enhance competitiveness through innovation, data, and human-centric solutions. With a team of 9,000+ professionals across 45 countries, we deliver scalable IT services that drive efficiency, growth, and long-term value. Our expertise spans enterprise solutions, cloud, AI, and business applications, supported by strategic partnerships with leading platforms such as SAP, Microsoft, Salesforce, AWS, Google, and Adobe. We work across industries to implement future-ready technologies tailored to evolving business needs. At SEIDOR, we combine technical excellence with a strong commitment to sustainability and ESG principles, operating as a net-zero organization. By prioritizing talent, collaboration, and innovation, we empower businesses to navigate digital change and achieve measurable, sustainable success.

View SEIDOR CONSULTING, S.L. Profile
Inside Service Listing

N/A

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

5,000 - 10,000

Team size
Inside Service Listing

Barcelona, Spain

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 30% Business Services

  • 20% IT Services

  • 10% Ecommerce Development

  • 10% Digital Marketing

Data-Led Commerce Engineers

Credera is a global boutique technology consulting firm that builds highly secure D2C digital commerce systems for scaling mid-market enterprises. They design custom transaction environments using Salesforce Commerce Cloud, Adobe Commerce, and modular headless architectures. Operating across consumer packed goods, specialty fashion retail, and medical supply sectors, they build robust backend systems that bridge legacy databases with flexible client interfaces. Their software teams specialize in cleaning complex customer directories, constructing localized international payment rules, and building custom api gateways. Credera focuses on creating sustainable system performance, minimizing server resource requirements, and securing payment paths. Their strict technical builds eliminate data latency, enabling mid-sized organizations to automate order lifecycle paths, optimize inventory storage across multiple points, and run highly dependable direct consumer platforms.

View Credera Profile
Inside Service Listing

$150-$199/hr

Hourly Rate
Inside Service Listing

$50,000+

Min. Budget Size
Inside Service Listing

250 - 999

Team size
Inside Service Listing

Addison, USA

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 30% Artificial Intelligence

  • 25% Web Design

  • 20% Product Engineering services

  • 5% Ecommerce Development

  • 5% Mobile App Development

  • 5% Web Development

  • 5% IT Services

  • 5% Internet of Things

Building Digital Products That Make Life Better

Futurice is a Finnish digital product engineering and service design company founded in 2000, with offices across Europe and North America. Specializing in digital product development, rapid prototyping, design sprints, MVP delivery, and organizational design thinking, Futurice helps enterprises and startups build products that create real business impact. Their human-centered approach combines UX research, rapid prototyping, iterative engineering, and DevOps to accelerate product development cycles. Futurice serves clients in telecommunications, banking, insurance, healthcare, and media sectors. Known for their transparent culture, ethical technology practices, and Lean Service Creation methodology, Futurice is a trusted innovation partner for European and global enterprises.

View Futurice Profile
Inside Service Listing

$100-$149/hr

Hourly Rate
Inside Service Listing

$50,000+

Min. Budget Size
Inside Service Listing

250 - 999

Team size
Inside Service Listing

London, UK

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 29% Artificial Intelligence

  • 29% Software Development

  • 14% Mobile App Development

  • 14% Web Development

  • 14% Digital Transformation

Modern Headless CMS Architectures & High-Performance Web Software

Byteless Software Studio is a specialized software engineering shop building modern headless CMS architectures, ultra-fast web applications, and tailored software systems. We focus on modern tech stacks like JAMstack, Next.js, and serverless computing to deliver secure, rapid web platforms that rank perfectly on Google Core Web Vitals. Our team designs custom web applications and specialized databases that eliminate performance lag and scale automatically. Choose Byteless Software Studio for secure, modern web engineering that maximizes site speed and boosts organic conversions.

View Byteless Software Studio Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Brooklyn, USA

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 29% Artificial Intelligence

  • 57% Internet of Things

  • 14% Software Development

Technology-based company providing IoT, BIM, AI and Machine Learning solutions

IoT Consultants is an Adelaide-based technology firm delivering IoT, BIM, artificial intelligence, and machine learning solutions that help organisations make faster, smarter decisions about business operations. Founded in 2020, the team draws on more than 70 years of combined experience across defence, engineering, and technology sectors in Europe, Asia, and Australia, including backgrounds with global companies such as Nokia and Samsung. IoT Consultants' service portfolio spans engineering, data science, business intelligence, asset management, digitalisation, cybersecurity, and defence-related consulting, with a strong emphasis on IoT and Industry 4.0 engineering solutions tailored to each client's specific requirements. The company's deep domain knowledge enables it to guide organisations through complex technology challenges, from initial strategy through to implementation, enhancing operational efficiency, security, and resource allocation. IoT Consultants is well positioned to support both commercial and defence-related digital transformation projects across South Australia and beyond.

View IoT Consultants Profile
Inside Service Listing

N/A

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Adelaide, Australia

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 27% Artificial Intelligence

  • 55% IT Services

  • 18% Internet of Things

Experts in Innovation, AI and Blockchain Marketing

Forestlyn is a Sydney-based marketing consultancy founded by Lucy Lin, specializing in communications strategy for innovation-driven and emerging technology businesses. The consultancy helps corporate technology firms, disruptive startups, and founders translate complex technical concepts into clear market positioning, messaging, and audience segmentation. Forestlyn's core specialities span blockchain and cryptocurrency (including ICOs, TGEs, and STOs), artificial intelligence, machine learning, big data, IoT, robotics, cybersecurity, AR/VR, drones, smart cities, and autonomous vehicle technology, giving it unusually deep fluency in frontier technology sectors. Services include strategic planning, go-to-market execution, education, and hands-on marketing implementation, with prior work spanning financial services, legal, insurance, geospatial, supply chain, healthcare, entertainment, and travel industries. Rather than acting as a generalist agency, Forestlyn positions itself as a specialist partner that understands both the underlying technology and how to communicate it to global audiences. For technology founders and innovation teams seeking a marketing partner fluent in emerging tech, Forestlyn offers a boutique, founder-led alternative to larger generalist agencies.

View Forestlyn Profile
Inside Service Listing

N/A

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Sydney, Australia

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Ecommerce Development

  • 25% Mobile App Development

  • 25% Digital Marketing

Build to Ship, Scaled to Win

We are a results-driven product development and growth agency partnering with startups, scale-ups, and enterprises. From high-converting Shopify experiences to scalable custom platforms, we design, build, and optimize digital solutions that accelerate growth, enhance user engagement, and deliver measurable business performance.

View Elanine Creatives Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Noida, India

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 50% Web Development

  • 25% Mobile App Development

Engineering that delivers peace of mind

Our AI-driven teams specialize in stabilizing complex, ongoing projects by restoring trust, improving visibility, and accelerating delivery. We bring structure, clarity, and technical expertise to challenging environments, helping businesses regain control, optimize workflows, and achieve successful, on-time project outcomes.

View Lambdo Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Ecommerce Development

  • 25% Web Development

  • 25% Digital Transformation

Intelligent Open Source Business Intelligence

Xappiens BI SLU integrates advanced business intelligence metrics with customized ERPNext core systems to service modern companies across Europe. Their technical capabilities span multi-layered data modeling, automated data engineering dashboards, custom Frappe apps, and localized accounting workflows. Xappiens helps enterprises translate raw sales, inventory, and labor metrics into clear forecasting intelligence to maximize operational throughput and reduce supply chain waste.

View Xappiens BI SLU Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Madrid, Spain

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 50% Ecommerce Development

  • 25% Software Development

Your Trusted Enterprise Open Source Partner

Softaid Systems Pvt. Ltd. is an established Information Technology organization delivering complex open-source enterprise solutions to diverse market verticals. Specializing heavily in Frappe and ERPNext frameworks, their certified engineers engineer customizable CRM, payroll, asset lifecycle tracking, and manufacturing tools. Softaid's systematic lifecycle workflow bridges the operational gap between technology design and practical functional execution to facilitate organizational transparency and accurate corporate analytics.

View Softaid Systems Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

50 - 249

Team size
Inside Service Listing

Pune, India

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Ecommerce Development

  • 25% Digital Marketing

  • 20% Web Design

  • 5% Web Development

Experience-forward consultancy using strategy, technology, and creativity

Horizontal Digital serves Fortune 500 clients through experience strategy, digital commerce, data analytics, customer engagement, and Salesforce/Adobe platform implementations. With offices in Minneapolis, Chicago, Denver, Dallas, and international locations including India, the Middle East, and Kuala Lumpur, Horizontal brings global capabilities with boutique-level service to enterprise clients worldwide.

View Horizontal Digital Profile
Inside Service Listing

$100-$149/hr

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

250 - 999

Team size
Inside Service Listing

Saint Louis Park, USA

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Software Development

  • 25% Web Design

  • 25% Cloud Computing Services

Custom enterprise software engineered for scale

BBD is a global custom software development company delivering innovative solutions that drive measurable business value. Founded in 1984, we combine four decades of experience with expertise across industries and technologies, offering services in digital transformation, software engineering, cloud solutions, data science, product design, and managed services. Our flexible nearshore, offshore, and co-shore delivery models allow SMEs, scale-ups, and enterprises to access scalable, cost-efficient, and culturally aligned software development teams. Clients benefit from seamless collaboration, time-zone compatibility, local account management, and teams tailored to specific technology needs. At BBD, we prioritize talent and innovation. Our experts embrace modern technologies, continuously upskilling and exploring emerging tools to create high-quality, future-ready software. We partner closely with client teams to deliver solutions that enhance operations, streamline processes, and unlock growth. Innovation is at our core: we foster a collaborative environment where creativity, experimentation, and continuous learning drive exceptional software outcomes. With BBD, you gain a trusted technology partner committed to building scalable, reliable, and impactful software solutions that meet your unique business goals.

View BBD Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$25,000+

Min. Budget Size
Inside Service Listing

1,000 - 9,999

Team size
Inside Service Listing

Johannesburg, South Africa

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 20% Software Development

  • 20% Web Development

  • 20% Cloud Computing Services

  • 10% Mobile App Development

  • 5% Product Engineering services

Discover | Design | Develop | Deliver

Indexnine is a global product engineering and AI consulting company with 10+ years of experience helping businesses adopt Artificial Intelligence safely, strategically, and at scale. Powered by 220+ engineers across six AI-focused delivery studios, we enable organizations to drive measurable impact through outcome-oriented technology solutions. We design and execute AI roadmaps aligned with core business KPIs, optimize ROI through AI governance and enablement, and accelerate product development using an AI-first, spec-driven engineering approach. Our team modernizes legacy systems, enhances QA with intelligent automation, and integrates AI seamlessly into SaaS platforms and enterprise workflows. We also build vertically integrated AI solutions using custom AI agents and fine-tuned models tailored to specific industry challenges. Indexnine offers flexible engagement models, including dedicated teams, project-based delivery, retainers, outcome-based partnerships, and Build-Operate-Transfer (BOT) setups. With a strong product mindset and focus on measurable results, we help businesses strengthen their competitive edge through scalable digital and AI transformation.

View Indexnine Technologies Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$25,000+

Min. Budget Size
Inside Service Listing

50 - 249

Team size
Inside Service Listing

Pune, India

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Software Development

  • 25% Web Development

  • 25% Cloud Computing Services

We Entangle with You

We develop technology solutions that power innovation and accelerate digital transformation for organizations across the energy, utilities, and industrial sectors. Our team delivers AI-driven platforms, intelligent automation, and scalable software solutions designed to improve operational efficiency, optimize workflows, and support data-driven decision-making. Serving clients in the United States and India, we combine industry expertise, modern engineering practices, and advanced digital accelerators to build reliable, future-ready systems that help businesses streamline operations, reduce costs, and drive sustainable growth in an evolving digital landscape.

View Sujosu Technology Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$25,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Pune, India

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% IT Services

  • 25% Digital Transformation

  • 25% Product Engineering services

Let's & Grow Your Business

SRP Technologies is a fast-growing IT services and software development company founded in 2016 to help businesses adopt modern technologies and accelerate digital growth. The company specializes in web design, software development, mobile app development, and digital marketing services, delivering innovative and scalable solutions for startups, SMEs, and enterprise organizations worldwide. With a client-centric approach, SRP Technologies combines flexible engagement models with a team of skilled analysts, certified software engineers, and experienced developers to deliver reliable global solutions. The company provides end-to-end IT services, including software design and development, system implementation, technology upgrades, IT consulting, and technical training to ensure smooth digital transformation for businesses. As a one-stop technology partner, SRP Technologies helps organizations streamline operations, improve efficiency, and stay competitive in a rapidly evolving digital landscape. The company serves clients across multiple industries by delivering cost-effective, high-performance, and customized IT solutions tailored to unique business requirements. Backed by a multidisciplinary team and a strong commitment to quality, SRP Technologies focuses on creating secure, scalable, and future-ready technology solutions that drive measurable business results. By combining technical expertise with innovation and customer focus, the company consistently delivers solutions that exceed client expectations and support long-term business success.

View SRP Technologies Profile
Inside Service Listing

$25-$49/hr

Hourly Rate
Inside Service Listing

$1,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Dubai, UAE

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Mobile App Development

  • 25% Web Development

  • 25% Web Design

Bringing Software Ideas to Life

We are a results-driven software development agency focused on helping businesses achieve measurable success through innovative digital solutions. By combining deep business insight with advanced technology expertise, we transform ideas and strategies into high-performance software that drives growth and competitive advantage. Our team works as an extension of your organization, delivering custom software development, digital product engineering, and scalable technology solutions tailored to your business goals. From initial concept and strategy to development and long-term optimization, we ensure every solution is built for reliability, performance, and future scalability. We pride ourselves on our client-first approach, transparency, and commitment to quality, ensuring projects are delivered efficiently and aligned with your vision. By leveraging modern technologies and proven development methodologies, we help organizations innovate faster and adapt to evolving market demands. Partner with us to build robust, future-ready software solutions that accelerate digital transformation, enhance operational efficiency, and position your business for sustainable growth.

View Axisbits GmbH Profile
Inside Service Listing

$50-$99/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Zurich, Switzerland

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
info
Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 50% Mobile App Development

  • 25% Web Development

Your software development specialists

We are a Toronto-based software development company with a team of experienced engineers delivering end-to-end digital solutions since 2008. We work with entrepreneurs, startups, and established businesses to design, build, and scale high-quality software products that support long-term growth. Our approach is built on transparent communication, technical expertise, and close collaboration, ensuring every project meets the highest standards of performance and reliability. We specialize in custom software development tailored to each client’s business goals and technical requirements. Our core services include iOS and Android mobile app development, front-end and back-end web development, web application and API development, and e-commerce platform development with secure payment integrations. We also support businesses with cloud infrastructure and scalability solutions using platforms like AWS and Heroku, as well as data management services including data entry and data cleaning. By combining modern technologies with proven development practices, we deliver scalable, secure, and user-focused digital solutions that help businesses innovate and grow.

View MobileFolk Profile
Inside Service Listing

$50-$99/hr

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Inside Service Listing

$25,000+

Min. Budget Size
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10 - 49

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Toronto, Canada

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 50% Mobile App Development

  • 25% Web Development

Technology Fuels Business Evolution Through AI

Dappsco is a software development company dedicated to transforming innovative ideas into high-quality digital products. With over a decade of experience, we help startups and established businesses build scalable, user-friendly solutions that support long-term growth and digital transformation. Our multidisciplinary team combines technical expertise, creative thinking, and agile development methodologies to deliver reliable web platforms, mobile applications, and custom software systems. We focus on creating intuitive, high-performance digital products tailored to each client’s business goals. From concept and product strategy to development and launch, Dappsco partners with clients to deliver impact-driven technology solutions that improve efficiency, enhance user experience, and drive measurable business results.

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$25-$49/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Barranquilla, Colombia

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Mobile App Development

  • 25% Web Development

  • 25% Web Design

Full cycle digital partner for your business

Galt is a full-cycle digital product development agency specializing in building high-quality mobile applications and web-based digital platforms for businesses worldwide. We support startups, scale-ups, and enterprises by transforming ideas into scalable, user-focused products from concept to launch. Our portfolio includes successful projects across industries such as e-commerce, fashion, logistics, and technology, serving clients throughout Europe and the UAE. With a team of experienced professionals from leading global product companies, we deliver custom software solutions, modern UI/UX design, and robust mobile app development using the latest technologies. As a lean and remote-first development team, Galt offers cost-efficient services without compromising quality, helping businesses reduce development costs while maintaining high performance and fast delivery timelines. Our collaborative approach ensures clients stay involved throughout the project lifecycle, resulting in reliable, future-ready digital products.

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$50-$99/hr

Hourly Rate
Inside Service Listing

$50,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Sharjah, UAE

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Mobile App Development

  • 25% Web Design

  • 25% Digital Marketing

Build Future-Ready Mobile Apps with AI Capabilities

WorksDelight is a technology-driven software development and digital solutions company that supports startups and established businesses with innovative, scalable products. We specialize in AI development, cybersecurity, mobile app development, web development, UI/UX design, Shopify solutions, branding, and digital marketing to help businesses build strong digital foundations. Our design-first approach ensures that every product we create delivers an exceptional user experience while meeting modern industry standards. From concept and design to development and post-launch support, our team focuses on building reliable solutions that drive engagement and business growth. WorksDelight serves a wide range of industries including FinTech, EdTech, Healthcare, Social Networking, Mobile Gaming, Marketplaces, and Food Delivery platforms. With expertise in both technology and product strategy, we help clients launch high-quality applications and scale their digital presence. Our goal is simple: create impactful digital products that combine strong design, powerful technology, and measurable business results.

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$25-$49/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

50 - 249

Team size
Inside Service Listing

Brampton, Canada

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Mobile App Development

  • 25% Web Development

  • 25% Web Design

We handle the tech while you handle the business.

Excelfixer SDN BHD is a forward-thinking software development company specializing in mobile applications, database solutions, and emerging technologies such as Web3, AI, and machine learning. We help businesses build scalable, high-performance digital products that drive innovation and growth. Our core services include iOS and Android app development, eCommerce solutions, AI-powered chatbots, and secure AWS cloud services. We also deliver advanced AI and machine learning solutions to enable automation, predictive analytics, and smarter decision-making. With 25+ successful projects, our team combines technical expertise with a strong focus on security, transparency, and timely delivery. We follow a structured, research-driven approach—aligning business goals with cutting-edge technology to ensure optimal results. From concept to deployment, Excelfixer SDN BHD provides end-to-end development services tailored to your needs, making us a reliable technology partner for long-term digital success.

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$25-$49/hr

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Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

2 - 9

Team size
Inside Service Listing

Petaling Jaya, Malaysia

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Mobile App Development

  • 25% Web Design

  • 25% Digital Marketing

We build world-class digital products

Seegno is a full-service digital product and software development company combining advanced engineering with creative agency expertise. We build scalable web applications, SaaS platforms, and API-driven systems designed to drive innovation, efficiency, and business growth. With strong experience in fintech—processing over $3 billion through our solutions—we deliver secure, high-performance software enhanced by AI and seamless third-party integrations. Our team focuses on clean architecture, intuitive UX/UI design, and reliable development to create impactful digital products. Beyond engineering, Seegno offers branding and digital experience services that help businesses communicate effectively and strengthen their market presence. By blending technical excellence with creative storytelling, we deliver solutions that engage users and generate measurable results. Led by industry experts with decades of experience, Seegno partners with organizations to build future-ready technology and stand out in competitive digital landscapes.

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$50-$99/hr

Hourly Rate
Inside Service Listing

$5,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Braga, Portugal

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Mobile App Development

  • 25% Web Development

  • 25% Digital Transformation

Responsible. Creative. Agile.

Ceyentra Technologies is an award-recognized software development company where innovation, agility, and engineering excellence converge. Our tech-forward team architects and delivers cutting-edge digital products—combining creative design with robust, accountable code that consistently surpasses client expectations. Certified as one of Sri Lanka's Best Workplaces in IT/ITes (2022), Ceyentra's culture of excellence drives every sprint, release, and client partnership. We specialize in custom software development, enterprise application engineering, and digital product strategy—empowering businesses to accelerate transformation, streamline operations, and outperform the competition. Choose Ceyentra for a technology partner that treats your product's success as its own.

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$25-$49/hr

Hourly Rate
Inside Service Listing

$10,000+

Min. Budget Size
Inside Service Listing

10 - 49

Team size
Inside Service Listing

Wilmington, USA

Location

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

3

SF Score

SF Score is calculated using our SARM methodology to evaluate agency expertise, market presence, and overall credibility. View Ranking Methodology

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Services Provided
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Expertise Distribution (%)
  • 25% Artificial Intelligence

  • 25% Mobile App Development

  • 25% Software Development

  • 25% Web Development

From Idea to App — Faster Than You Think.

Modernized Mobile LLC is a Tampa, Florida–based mobile marketing and software development company dedicated to helping businesses compete and succeed in the mobile-first era. We provide end-to-end digital solutions including mobile app development, web development, UI/UX design, and data-driven mobile marketing strategies. Our multidisciplinary team of developers, designers, project managers, and marketing specialists builds user-focused applications designed to improve engagement and drive revenue growth. We leverage industry analytics and market insights to create optimized mobile experiences, websites, and digital campaigns tailored to target audiences. By combining full-stack development expertise with performance-driven marketing strategies, Modernized Mobile delivers scalable, high-quality solutions that help businesses modernize their digital presence and achieve measurable results across multiple industries.

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$50-$99/hr

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$10,000+

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10 - 49

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Tampa, USA

Location

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Buyer's Guide

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12 min read

The Importance of Machine Learning in Modern Business

Machine learning works at the intersection of technology and strategy. It is a type of artificial intelligence. It helps computers learn from data. This allows them to improve their performance without needing specific programming.

This ability to learn on its own creates new opportunities. For example, it can help predict client behavior and improve processes quickly.

For companies, incorporating machine learning means more than just being competitive; it involves leading the way towards innovation. Companies that use machine learning can predict market trends accurately. They can also reduce operational inefficiencies and offer tailored options to their clients. They may also adjust flexibly to changes since machine learning algorithms are adaptable.

While the bright future of machine learning is obvious, the path to adoption is complex and needs specialized knowledge. Machine learning companies are important. They provide the skills and knowledge needed to handle the complex issues in this field.

Why Choosing the Right Machine Learning Partner is Important

Choosing a top company in machine learning is a tough decision that can affect a company's tech progress. These companies are more than just suppliers of services; they are partners in strategy dedicated to their clients' success. The ideal partner takes time to understand a company's challenges and goals. They then create smart and practical solutions.

The best machine learning development company combines technical knowledge with a thorough grasp of various industries. Machine learning applications in healthcare are very different from those in retail or finance. The most successful businesses can adapt their solutions to fit these different areas.

They work closely with their clients' teams. This helps make sure their solutions meet both short-term goals and long-term visions.

Furthermore, profitable companies keep their finger on the pulse of the market, staying ahead of developing trends. They use the latest technologies and procedures, guaranteeing that their clients constantly benefit from the most recent breakthroughs. This forward-thinking strategy allows businesses to remain strong competitors in a tough industry standards. 

The Journey of Machine Learning Implementation

Implementing machine learning services is a collaborative and continuous effort. It begins with a careful look at the company's goals and problems.

This ensures that all solutions meet real-world needs. This early step often involves a lot of data analysis. Data is the foundation for all machine learning systems.

Once the foundation has been laid, the focus moves to model development. This stage includes creating and testing algorithms that can make predictions, recognize patterns, and solve issues. It is a careful process that requires regular updates. This ensures that the models work reliably in real-world situations.

Following deployment, the job does not stop. Machine learning systems are inherently changing, always learning and reacting to new input. Top firms understand this and offer continuous assistance to improve the system's performance over time. This lifetime strategy guarantees that the technology is still relevant and effective as the firm grows.

How Machine Learning Changes Industries

The changing impact of machine learning is arguably most clearly shown by its applications in a variety of industries. In healthcare, it provides early detection and customized therapy approaches, saving lives while lowering expenses. Machine learning algorithms can detect diseases that humans may miss by studying medical imagery and patient data.

Machine learning services have changed the finance sector. From fraud detection to algorithmic trading, it helps financial institutions make smart choices using data. They can do this at great speed and accuracy. Predictive analytics enables banks and insurers to better identify risks, resulting in products and services designed to individual requirements.

Other industries that benefit from machine learning include retail and e-commerce. Businesses can offer specific shopping experiences, promote items, and improve inventory management by studying customer behavior. These skills not only improve client happiness but also boost income.

Manufacturing, too, is going through a change. Predictive maintenance, powered by machine learning, helps minimize costly equipment failures by detecting problems before they occur. AI-powered systems detect flaws with surprising precision, enhancing quality control operation

Education is not left behind. Machine learning is developing adaptable learning systems that address individual student requirements, making education more accessible and effective. Similarly, in logistics, machine learning improves routes and lowers costs, resulting in faster delivery and more customer satisfaction.

These trends highlight the fluid nature of machine learning and the need of selecting a partner who stays ahead of the curve.

Upcoming Trends in Machine Learning

The machine learning industry is always changing, with new developments influencing its future. Explainable AI is gaining popularity, since it addresses the requirement for transparency in decision-making processes. Businesses and regulators alike are asking for models that are both accurate and intelligible.

Edge AI is an important trend. It processes data closer to where it is created. This reduces the need for centralized systems. This method is very helpful in applications that require real-time reactions, such as autonomous cars and IoT devices.

Sustainability is also driving improvements in machine learning. Green AI focuses on creating energy-efficient algorithms and systems that have a lower environmental effect. This new trend will be important as companies attempt to balance technical innovation with ecological consciousness.

These trends show that machine learning is always changing. It is important to choose a partner who can manage risks and uncertainty. 

Looking forward

The future of machine learning is both exciting and in doubt. With developments like quantum computing and neural networks, the possibilities are practically unlimited. Businesses that adopt these advances now will lead in the future. They will set standards for efficiency, creativity, and growth.

Choosing the best machine learning companies is the first step in this whole process. The best machine learning companies do more than solve problems. They are visionaries who help businesses explore new areas and achieve great results.

Their commitment to quality helps customers meet and exceed their goals. This leads to lasting and sustainable success.

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Machine Learning Companies FAQs

Machine learning is a part of artificial intelligence (AI). It helps computer systems learn and improve from data. This happens without needing specific programming.

For companies, this is a game changer. It helps them improve operations, spot trends, change customer experiences, and gain an edge in a data-driven market.

Machine learning companies focus on creating, using, and supporting AI systems that meet a company's needs. They assist businesses in extracting insights from data, automating repetitive procedures, and developing predictive models that improve decision-making processes.

Absolutely. Machine learning is not exclusive to major corporations. Small firms can use machine learning to tailor marketing, manage inventory, and analyze consumer behavior.

They can also automate routine tasks. This leads to significant cost savings and higher productivity.

Artificial intelligence is the wider concept of robots executing tasks in ways that resemble human intellect. Machine learning is a part of artificial intelligence. It helps machines learn and adapt from data. This process does not need detailed programming.

Examples include personalized streaming platform recommendations, fraud detection systems in banking, predictive maintenance in manufacturing, and AI-powered medical imaging in healthcare. Machine Learning's functions make it applicable across countless scenarios.

Recent trends include explainable AI (XAI) for better transparency. Edge AI allows for real-time data processing. Federated learning helps with decentralized data training. Green AI focuses on sustainable and energy-efficient algorithms.

Machine learning firms use data preparation techniques to clean, standardize, and prepare data for analysis. Advanced algorithms can even deal with partial datasets by predicting missing values or focusing on important variables.

Machine learning is a key part of automation. It helps computers perform tasks like fraud detection and customer service through chatbots. It also aids in predictive maintenance and process optimization. These tasks can be done without needing constant human help.

Machine learning has many benefits, but it also has some drawbacks. These include data biases, model flaws, and integration issues. Partnering with the best machine learning company reduces these risks via careful planning and testing.

Traditional software functions according to predetermined rules and logic. In contrast, machine learning systems use data to learn and improve over time. They become more accurate and efficient without needing regular reprogramming.