Capitalizing on artificial intelligence requires moving past generic solutions to find an agency with the right balance of data architecture expertise, integration capability, and industry focus. Browse our directory to evaluate and shortlist top-performing AI development companies based on verified client reviews, portfolio depth, and specialized domain focus.
Organic rankings are determined by five factors: top services, reviews, portfolio, awards/press, and team expertise. Sponsored listings pay for a placement that appears above organic positions. Sponsorship does not affect star ratings or review content - read more on our methodology page.
$10,000 - $25,000 ×
CIRCLE Creative Buro is a full-cycle creative and advertising agency based in Almaty, built on collaboration, creativity, and a shared drive to turn ideas into impactful solutions. What began as a small group of individuals coming together with diverse skills has evolved into a unified team that blends...
Top Services:
- Graphic Design
- Web Design
- Web Development
- Social Media Marketing
- Direct Marketing
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- Location
- Almaty, Kazakhstan
- Number of Employees
- Under 49
- Average Hourly Rate
- $20/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 1 Project Listed
We are a long-term partner for all startups and established companies that are looking for a dedicated & ready-to-go team of product, design, and engineering experts. We are set for high performance from day one. Are you?...
Top Services:
- Web Development
- Mobile App Development
- UI/UX Design
- Software Development
- Digital Services
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- Location
- Košice, Slovakia
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $59/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 2 Projects Listed
AAA Agency is an international influencer marketing and special projects agency. We are on a mission to shift brands from default advertising to storytelling, the only way to resonate with the audiences in todays cluttered market. We match brands with perfect influencers to create compelling stories...
Top Services:
- Social Media Marketing
- Digital Marketing
- Content Marketing
- Video Marketing
- Digital Strategy
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- Location
- Belgrade, Serbia
- Number of Employees
- 250 - 499
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 2 Projects Listed
Design3 is an independent, owner-managed design studio based in Hamburg. We help companies turn technological change, market shifts and evolving user expectations into physical and digital products. Our work combines research, strategy and design with early prototyping and implementation connecting user...
Top Services:
- Product Design
- Digital Services
- Creative Services
- Design Services
- AI Development
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- Location
- Hamburg, Germany
- Number of Employees
- Under 49
- Average Hourly Rate
- $135/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 5 Projects Listed
We are Actum Lab - a software lab focused on web app development and emerging technologies. We help enterprise customers to go through fascinating digital revolution journey. We are not only talking about technological revolution - we make it happen...
Top Services:
- Software Development
- VR/AR
- AI Development
- Location
- Gdansk, Poland
- Number of Employees
- Under 49
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 3 Projects Listed
Genius Logix pairs cloud engineering with commercial thinking. We help companies in healthcare, financial services, logistics, and B2B eCommerce modernize legacy systems, integrate ERP and CRM platforms, and build custom software across AWS, Azure, and Google Cloud then back it with the marketing and AI...
Top Services:
- Software Development
- Mobile App Development
- DevOps Consulting
- SEO
- Web Development
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- Location
- Romford, United Kingdom
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $100/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 2 Projects Listed
At the forefront of innovation, we are a pioneering technology firm weaving together software, hardware, and cutting-edge deep tech solutions. We aspire to inspire change and elevate possibilities through our innovative tech solutions...
Top Services:
- IoT
- Software Development
- AI Development
- Mobile App Development
- Web Development
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- Location
- Krakow, Poland
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $40/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 4 Projects Listed
At Crombie, we provide teams ready to knock it out of the park, developing high-quality, easy-to-use products...
Top Services:
- AI Development
- Mobile App Development
- Software Development
- Cloud Consulting
- IT Services
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- Location
- Santa Fe, Argentina
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $99/hr
- Minimal Budget
- $10,000 - $25,000
With over 20 years of experience, OrbitSoft is a renowned high-tech development company that offers a full-cycle development service for projects of any size and complexity. With a team of over 100 specialists, we cater to your needs, from Ad Tech expertise to web and mobile app development...
Top Services:
- AI Development
- Software Development
- Mobile App Development
- Web Development
- Web Design
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- Location
- Sheridan, Wyoming
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $49/hr
- Minimal Budget
- $10,000 - $25,000
Future digital products are created by us, starting from scratch and progressing through prototypes and commercial products. We turn even the most complex business concepts into practical, secure IT solutions...
Top Services:
- AI Development
- IoT
- Software Development
- Mobile App Development
- Web Development
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- Location
- Poznan, Poland
- Number of Employees
- Under 49
- Average Hourly Rate
- $99/hr
- Minimal Budget
- $10,000 - $25,000
Songue PR is a global public relations firm shaping stories for every stage of growth. We specialize in partnering with clients to drive business strategy and goals through creative communications and local, national, and international publicity. We deliver transformative PR for businesses of all sizes, from...
Top Services:
- AI Development
- Business Consulting
- Content Marketing
- Digital Marketing
- Social Media Marketing
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- Location
- San Francisco, California
- Number of Employees
- Under 49
- Minimal Budget
- $10,000 - $25,000
Security that sees threats coming powered by AI-driven intelligence and expert-led operations designed to detect, understand, and stop risks before they impact your business. Always ahead of emerging threats, built on advanced AI capabilities, and fully prepared to meet compliance requirements, we help you...
Top Services:
- AI Development
- Cybersecurity
- IT Compliance Solution
- Big Data Analytics
- Cloud Consulting
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- Location
- New York City, New York
- Number of Employees
- Under 49
- Average Hourly Rate
- $65/hr
- Minimal Budget
- $10,000 - $25,000
A premiere technology services firm that empowers organizations to realize the full potential of their data and business processes. We take data generated from operational processes and enact robust data strategies to manage data across the enterprise and then convert your data into valuable information so...
Top Services:
- AI Development
- Mobile App Development
- IoT
- UI/UX Design
- Business Consulting
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- Location
- Edmonton, Canada
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $10,000 - $25,000
Dreamcraft specializes in developing top-tier, comprehensive solutions for both mobile and web platforms, elevating your business and propelling it to new heights with unparalleled quality...
Top Services:
- Mobile App Development
- Software Development
- Product Design
- Branding
- UI/UX Design
- Show more
- Location
- Cluj-Napoca, Romania
- Number of Employees
- Under 49
- Average Hourly Rate
- $45/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 3 Projects Listed
Mh Technologies Builds high-performance mobile apps and web solutions using React, Php, Node, Flutter, React Native and native IOS/Android. Based in Westchester, PA. we`ve delivered 50+ Apps for startups and enterprises across the USA, Canada and UK in 10+ years, on time, on budget clean and scalable code...
Top Services:
- Digital Services
- Video Production
- Design Services
- Web Design
- Web Development
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- Location
- West Chester, Pennsylvania
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $80/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 3 Projects Listed
KitelyTech is a full service technology consulting, design & development firm with offices in downtown Chicago, New York City, Atlanta, Detroit, Austin, Charlotte, Phoenix, and Miami...
Top Services:
- Web Design
- Mobile App Development
- Digital Services
- UI/UX Design
- Graphic Design
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- Location
- Chicago, Illinois
- Number of Employees
- 50 - 99
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 4 Projects Listed
Techaroha technical team consist of Full Stack developer with expertise on Node Js, Angular Js, Solidity, Go Lang, Blockchain, AI, Hyperledger and Ethereum Smart Contract...
Top Services:
- CRM Consulting
- AI Development
- Location
- Navi Mumbai, India
- Number of Employees
- Under 49
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 3 Projects Listed
Las Vegas-based NV Software Developers craft bespoke software solutions that empower businesses of every scale to thrive. With a proven track record of delivering over 1,000 projects for globally renowned brands, we combine innovation and precision to develop custom software that aligns seamlessly with your...
Top Services:
- Software Development
- IoT
- Blockchain
- Mobile App Development
- AI Development
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- Location
- Las Vegas, Nevada
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $40/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 1 Project Listed
OneChair.dev is an AI-orchestrated software development company that uses its proprietary system OneSpark to deploy 85+ specialized AI agents in parallel, delivering custom enterprise-grade software up to 97% faster than traditional agencies. Think full scalable software delivered in 33 working hours, at a...
Top Services:
- Software Development
- AI Development
- Mobile App Development
- Staff Augmentation
- IT Services
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- Location
- Daytona Beach, Florida
- Number of Employees
- Under 49
- Minimal Budget
- $10,000 - $25,000
We are a digital transformation company committed to accelerating your project's growth both in the short term and long term. Partner with us to seamlessly integrate business strategy, user experience, and cutting-edge technology, all in one place. Our success is defined by your conversion rates and business...
Top Services:
- Web Development
- Business Consulting
- AI Development
- Mobile App Development
- eCommerce Development
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- Location
- Bogota, Colombia
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $45/hr
- Minimal Budget
- $10,000 - $25,000
We empower businesses / non-profits / communities with powerful technology solutions that shape their future...
Top Services:
- Mobile App Development
- Software Development
- AI Development
- eCommerce Development
- Blockchain
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- Location
- Bakersfield, California
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $10,000 - $25,000
AvierIT Tech empowers enterprises to thrive in the digital age. As a global technology services and solutions company, they combine deep industry expertise with a passion for innovation. By harnessing the power of data, technology, and AI, AvierIT Tech transforms bold ideas into impactful outcomes. Their...
Top Services:
- Software Development
- AI Development
- SEO
- Managed Services
- IT Services
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- Location
- New York City, New York
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $80/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 1 Project Listed
TerraForce Software specializes in delivering tailored IT solutions, including website and mobile app development, staffing skilled developers, software outsourcing, app modernization, bug fixing, cloud migration, and senior-level code reviews to ensure quality and efficiency in every project...
Top Services:
- Software Development
- Cloud Consulting
- Staff Augmentation
- AI Development
- Big Data Analytics
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- Location
- Khmelnytskyi, Ukraine
- Number of Employees
- Under 49
- Average Hourly Rate
- $30/hr
- Minimal Budget
- $10,000 - $25,000
The Brand Factory Group is a Toronto-based collective of integrated creative and technology companies focused on shaping how people experience spaces, brands, and environments. Through a multi-disciplinary approach, the group combines strategy, design, innovation, and storytelling to create impactful...
Top Services:
- Branding
- Creative Services
- Video Production
- AI Development
- UI/UX Design
- Show more
- Location
- Toronto, Canada
- Number of Employees
- 50 - 99
- Minimal Budget
- $10,000 - $25,000
FusionHit is a premier software development company that prioritizes its employees above all else. We think that highly engaged teams produce excellent work that goes above and beyond expectations...
Top Services:
- AI Development
- Software Development
- Mobile App Development
- eCommerce Development
- Web Development
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- Location
- Heredia, Costa Rica
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $99/hr
- Minimal Budget
- $10,000 - $25,000
Teksun Inc. has been at the forefront of developing cutting-edge IoT solutions since 2009, becoming a trusted partner for 300+ customers who rely on our diverse portfolio of product engineering services spanning embedded hardware and software to human/machine interfaces and cloud tech platforms. Our ISO...
Top Services:
- AI Development
- IoT
- Software Development
- Mobile App Development
- Web Development
- Show more
- Location
- Milpitas, California
- Number of Employees
- 500 - 999
- Average Hourly Rate
- $49/hr
- Minimal Budget
- $10,000 - $25,000
NextGen Invent is a leading IT and AI services company specializing in AI, generative AI, computer vision, automation, and data analytics. Serving industries like healthcare, finance, supply chain, and manufacturing, the company has created 500+ AI models, developed over 100 software products, and e...
Top Services:
- AI Development
- Software Development
- Big Data Analytics
- DevOps Consulting
- Mobile App Development
- Show more
- Location
- Syosset, New York
- Number of Employees
- 100 - 249
- Minimal Budget
- $10,000 - $25,000
Creative Chaos embeds AI Orchestrators & Forward Deployed Engineers (FDEs) into your operations to find where youre losing money to manual work and build systems that recover it...
Top Services:
- AI Development
- IT Services
- Software Development
- Mobile App Development
- DevOps Consulting
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- Location
- Cambridge, Massachusetts
- Number of Employees
- 250 - 499
- Average Hourly Rate
- $49/hr
- Minimal Budget
- $10,000 - $25,000
Merehead is a blockchain development company that focuses on building real, scalable crypto products not just MVPs. We work with startups and businesses that need reliable infrastructure: exchanges, DeFi platforms, payment systems, and tokenization solutions. Our team handles everything from architecture and...
Top Services:
- AI Development
- Blockchain
- Software Development
- Mobile App Development
- Cybersecurity
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- Location
- St. Petersburg, Florida
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $40/hr
- Minimal Budget
- $10,000 - $25,000
Hephon is an AI implementation studio working with businesses across the MENA region...
Top Services:
- AI Development
- Software Development
- Mobile App Development
- IT Services
- Business Consulting
- Show more
- Location
- Beirut, Lebanon
- Number of Employees
- Under 49
- Average Hourly Rate
- $75/hr
- Minimal Budget
- $10,000 - $25,000
Intrepide is an Atlanta AI product studio for established companies that want AI to take on real work. We build a Company OS that connects your tools to one knowledge base with sourced answers; AI agents for support, sales, bookkeeping and recruiting that ask before anything important; and Local AI on your...
Top Services:
- AI Development
- Software Development
- Mobile App Development
- Web Development
- Digital Strategy
- Show more
- Location
- Atlanta, Georgia
- Number of Employees
- Under 49
- Average Hourly Rate
- $150/hr
- Minimal Budget
- $10,000 - $25,000
High6 is a web agency specializing in custom WordPress sites, web applications, and secure solutions using Laravel, Next.js, and React. We help growing brands build fast, future-ready platformsbacked by expert support and smart digital strategy...
Top Services:
- Digital Marketing
- Web Development
- Web Design
- eCommerce Development
- WordPress Website Design
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- Location
- Caloocan, Philippines
- Number of Employees
- Under 49
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 5 Projects Listed
At MPH International, our founders boast a track record of success, having established their own software companies, with three acquisitions, including one by Microsoft, and one IPO. With our expertise, we are well-equipped to assist you in developing a market-leading application...
Top Services:
- Software Development
- AI Development
- Staff Augmentation
- Software Testing
- Mobile App Development
- Show more
- Location
- Houston, Texas
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $25/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 1 Project Listed
We partner with founders to transform ideas into scalable digital solutions, leveraging our expertise as AI consultants to deliver impactful, real-world results. Our industry‑recognized excellence continues to drive achievements in AI-driven app development and business innovation...
Top Services:
- Mobile App Development
- UI/UX Design
- Digital Marketing
- Branding
- Product Design
- Show more
- Location
- Irvine, California
- Number of Employees
- Under 49
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 12 Projects Listed
Bacancy stands as a top Reactjs Development Company, offering secure, scalable, and sustainable React solutions. Specializing in diverse frameworks and applications, we provide up to 40% savings on costs and a dedicated team for tailored solutions, ensuring your business is primed for growth...
Top Services:
- Mobile App Development
- Web Development
- eCommerce Development
- Web Design
- VR/AR
- Show more
- Location
- Florida, Massachusetts
- Number of Employees
- 1000 & Up
- Average Hourly Rate
- $20/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 5 Projects Listed
We are a company specializing in web design and development. We develop customized websites for all types of clients...
Top Services:
- Web Design
- Graphic Design
- Video Production
- Branding
- Package Design
- Show more
- Location
- Cuenca, Spain
- Number of Employees
- Under 49
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $10,000 - $25,000
Struggling with your game backend or multiplayer infrastructure? Leave it to the Wizards!...
Top Services:
- DevOps Consulting
- Software Development
- Mobile App Development
- VR/AR
- Staff Augmentation
- Show more
- Location
- Theale, United Kingdom
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $100/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 1 Project Listed
Data-Entry-India.com is a global Data & AI operations partner. Serving 3,850+ clients across 50+ countries, we specialize in enterprise data operations, AI training data services, digital commerce data support, data research and intelligence services, and document and content-related support...
Top Services:
- Big Data Analytics
- BPO
- AI Development
- Managed Services
- Business Consulting
- Show more
- Location
- New Delhi, India
- Number of Employees
- 500 - 999
- Average Hourly Rate
- $25/hr
- Minimal Budget
- $10,000 - $25,000
Hoverla Soft is a software development partner for startups and growing businesses that need more than just code. We build scalable web, mobile, AI, fintech, SaaS and high-load products with strong engineering ownership, clear communication, and CTO-level thinking at every stage...
Top Services:
- Web Development
- AI Development
- Software Development
- Mobile App Development
- Blockchain
- Show more
- Location
- Lviv, Ukraine
- Number of Employees
- Under 49
- Average Hourly Rate
- $39/hr
- Minimal Budget
- $10,000 - $25,000
Movement Maker installs Demand Infrastructure for professional service firms across the US. Predictable inbound pipeline, AI citations across ChatGPT, Google AI, Gemini, and Perplexity, and ongoing intelligence on where buyers are finding you...
Top Services:
- AEO
- AI Development
- Digital Strategy
- Web Development
- Web Design
- Show more
- Location
- San Antonio, Texas
- Number of Employees
- Under 49
- Minimal Budget
- $10,000 - $25,000
Senior software engineering from Ukraine for SaaS founders. We author V1s and rescue live Rails apps that lost their team: MoveitPro (2,000+ companies, 40K daily users), HappyCo (1.5M+ units under management), Cliqpod (200M+ pageviews a month). Senior judgment, AI-amplified delivery, one named engineer per...
Top Services:
- Software Development
- Web Development
- Mobile App Development
- VR/AR
- AI Development
- Show more
- Location
- Khmelnytskyi, Ukraine
- Number of Employees
- Under 49
- Average Hourly Rate
- $35/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 3 Projects Listed
At Bitwords, we drive growth by leveraging AI and advanced digital transformation across the contech, fintech, and e-commerce industries. We specialize in creating seamless, tech-forward experiences that connect brands with their customers, optimize complex ecosystems, and maximize market opportunities...
Top Services:
- Design Services
- Digital Strategy
- eCommerce Development
- Web Development
- AI Development
- Show more
- Location
- New York City, New York
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $100/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 3 Projects Listed
Vix Media Group empowers businesses by providing expert guidance for organic growth. Our team of industry professionals collaborates to deliver impactful, results-driven campaigns. We build meaningful partnerships, focusing on our clients unique goals to drive significant outcomes...
Top Services:
- SEO
- Media Buying
- PPC
- Digital Services
- Digital Marketing
- Show more
- Location
- Austin, Texas
- Number of Employees
- Under 49
- Average Hourly Rate
- $100/hr
- Minimal Budget
- $10,000 - $25,000
We're a creative design agency in Vadodara creating custom web and mobile app projects for startups and enterprises. Since 2011, we are committed to delivering scalable web, mobile app and IoT solutions to clients across the globe...
Top Services:
- Mobile App Development
- Software Development
- Web Development
- AI Development
- IoT
- Show more
- Location
- Vadodara, India
- Number of Employees
- Under 49
- Average Hourly Rate
- $25/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 14 Projects Listed
ZYMR offers cutting-edge cloud-based services for Healthcare, HIPAA, Biotech, etc... We are a leading cloud technology services provider in Silicon Valley, USA. Get in touch for cloud-based solutions today...
Top Services:
- AI Development
- IoT
- Mobile App Development
- Software Development
- Blockchain
- Show more
- Location
- San Jose, California
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $25/hr
- Minimal Budget
- $10,000 - $25,000
An Award-Winning App Development Company | Leveraging Latest/Trending Technologies | Serving Across Globe...
Top Services:
- AI Development
- VR/AR
- Software Development
- Mobile App Development
- Cybersecurity
- Show more
- Location
- Syracuse, New York
- Number of Employees
- 250 - 499
- Average Hourly Rate
- $30/hr
- Minimal Budget
- $10,000 - $25,000
EACOMM Corporation is custom IT solutions provider with focus on custom software, mobile applications, IoT, and AI development. We count Fortune 500 companies, government agencies, educational institutions, international non-profits and dozens of small and medium businesses worldwide as our clients. EACOMM...
Top Services:
- AI Development
- IoT
- Mobile App Development
- Software Development
- Web Development
- Show more
- Location
- Quezon City, Philippines
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $10,000 - $25,000
At Badgewell, we enjoy working on challenging engineering projects that incorporate cutting-edge technologies like blockchain, machine learning, and multi-sided platforms...
Top Services:
- AI Development
- Mobile App Development
- IoT
- Digital Marketing
- Web Development
- Show more
- Location
- Newark, Delaware
- Number of Employees
- Under 49
- Average Hourly Rate
- $49/hr
- Minimal Budget
- $10,000 - $25,000
Techtics.ai, your premier destination for cutting-edge AI solutions. With expertise in computer vision, image processing, natural language processing, generative AI, data analytics, and pattern recognition, we specialize in delivering tailored solutions to drive your business forward...
Top Services:
- AI Development
- Web Development
- Software Development
- Mobile App Development
- Big Data Analytics
- Show more
- Location
- Austin, Texas
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $40/hr
- Minimal Budget
- $10,000 - $25,000
Tech.us is an AI software solutions company that provides AI development, mobile applications, cloud consulting, and IT services. We focus on creating secure, scalable, and innovative technologies that support businesses in their digital journey...
Top Services:
- AI Development
- Mobile App Development
- IT Services
- Software Testing
- Cybersecurity
- Show more
- Location
- San Jose, California
- Number of Employees
- 100 - 249
- Minimal Budget
- $10,000 - $25,000
AI Development Specializations
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Frequently Asked Questions About AI Development Agencies
What is the total cost of AI development?
The total cost of AI development ranges from $50,000 to over $1 million, depending on whether you are buying an off-the-shelf artificial intelligence solution or hiring a custom AI development company.
Typical ranges are:
| Project Scope | Typical AI Use Cases | Cost Range (USD) | Expected Timeline |
| Pilot or Proof of Concept | Simple chatbots, internal assistants, early prototypes | $15,000–$40,000+ | 1–2 months |
| MVP or Mid-Level Build | Automation tools, analytics systems, small GenAI solutions | $50,000–$150,000+ | 2–4 months |
| Advanced Custom AI | NLP pipelines, computer vision, multi-agent workflows | $150,000–$500,000+ | 4–6 months |
| Enterprise-Scale AI | Platform-level AI, regulated systems, high-volume GenAI | $200,000–$1,000,000+ | 6–12+ months |
Usual cost drivers include:
- AI model complexity: 30% to 40%
- Data collection and preparation: 15% to 25%
- Infrastructure and tech stack: 15% to 20%
- Tools choice (open-source vs proprietary): 5% to 15%
- Long timelines and extended engagement: 5% to 10%
- Regulatory and compliance work: 5% to 10%
- Testing, validation, maintenance: 10% to 15%
What is the timeline from signing the contract to the first live use case?
The timeline from contract signing to the first live AI use case typically ranges from 2 to 18+ months, depending on project scope and complexity. Most AI development companies deliver value in phases, starting with a live pilot before expanding.
AI development timeline from contract to first live use case:
| Project Type | Typical Use Case | Time to First Live Use Case |
| Proof of Concept (PoC) or MVP | Simple chatbot, internal assistant, RAG prototype | 4–8 weeks |
| Mid-sized custom AI solution | Invoice automation, CRM agent, analytics tools | 4–6 months |
| Enterprise AI platform | Multi-agent systems, regulated workflows, supply chain AI | 9–18+ months |
The first live use case is usually a limited but real deployment, not a full rollout.
Top AI software development companies start with a PoC or MVP to validate data, workflows, and adoption. Enterprise AI takes longer due to security, compliance, integration, and operational readiness.
What is the typical ROI for AI solutions?
Across enterprise and B2B use cases, studies consistently show an average return of about 3.5× for every $1 invested, with top performers reaching up to 8× returns.
Most organizations see meaningful ROI within 12-18 months, and many deploy their first production AI use case within 6-12 months, which is when returns usually begin.
What is the difference between Generative AI and non-GenAI?
Generative AI (GenAI) uses the patterns it has learned to create something entirely new that didn't exist before. In contrast, non-gen AI is designed to analyze, classify, and predict based on existing data.
- Use GenAI when you need innovation and synthesis. If you need to brainstorm marketing copy, summarize a 50-page transcript, or generate a prototype logo, you want the "creator."
- Use Non-GenAI when you need accuracy and consistency. If you are predicting stock prices, diagnosing a disease from an X-ray, or calculating the fastest route home, you want the "judge" who focuses on facts and patterns.
Take a look at their main differences:
| Area | Generative AI (GenAI) | Non-GenAI (Traditional/Discriminative) |
| Core function | Generates new content | Analyzes or predicts from existing data |
| Typical output | Text, images, audio, video, code, or summaries | A label, a number, or a probability |
| Flexibility | High | Medium to low |
| Predictability | Lower | Higher |
| Risk profile | Hallucinations, data leakage | Model bias, data quality |
| Best use cases | Assistants, copilots, content, exploration | Fraud detection, forecasting, optimization |
| Governance needs | High | Moderate |
What are the most requested AI development services at the moment?
Currently, the most requested AI development services are LLM integration with retrieval-augmented generation (RAG), along with AI agent development.
According to Diffco, the demand for traditional machine learning models is declining, largely because businesses seek complete systems rather than standalone models.
The table below compares client demand across services, by share of engagements:
| Service | Share of total demand |
| LLM/chatbot integration | 20% |
| AI agent development | 20% |
| Custom model fine-tuning | 15% |
| RAG pipelines | 15% |
| Computer vision | 10% |
| Predictive analytics/ML models | 10% |
| Ongoing model maintenance and monitoring | 10% |
What are the best AI companies in 2026?
The best AI development companies in 2026 are:
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