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.
Toptal is a highly respected network of elite talent available when needed. Our team of problem-solvers is committed to integrity, and leading companies turn to us for critical projects. We equip organizations with the tools to compete and succeed in a rapidly-evolving business world, boasting exceptional...
Top Services:
- Mobile App Development
- VR/AR
- Blockchain
- Software Development
- AI Development
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- Location
- San Francisco, California
- Number of Employees
- 1000 & Up
- Average Hourly Rate
- $149/hr
- Minimal Budget
- $50,000 & Up
REEA Global blends the reach of a sizeable in-house product, engineering and design team worldwide with the proficiency of local technical leadership, design supervision and project management. Our software development initiatives are shaped by a deep understanding of the end-user's needs and expectations...
Top Services:
- Mobile App Development
- UI/UX Design
- Software Development
- eCommerce Development
- AI Development
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- Location
- Baltimore, Maryland
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $149/hr
- Minimal Budget
- $10,000 - $25,000
We have developed a solid team of designers, developers, marketers, and business development experts over the past ten years. This team works well together to provide clients with top-notch work...
Top Services:
- Web Design
- eCommerce Development
- Web Development
- Mobile App Development
- AI Development
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- Location
- New York City, New York
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $49/hr
- Minimal Budget
- $10,000 - $25,000
CloudWave has successfully integrated Salesforce with MuleSoft, Google Cloud, Smartsheet, Oracle Database, Elasticsearch, Eloqua, Slack, Alfresco, DocuSign and more so that our clients can have real-time access to all relevant information across multiple systems. With CloudWave on your side, you can feel...
Top Services:
- CRM Consulting
- Cloud Consulting
- IT Services
- DevOps Consulting
- AI Development
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- Location
- Tysons, Virginia
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $100/hr
Access the necessary technology, marketing, and design expertise without the expenses and complexities of recruiting and training new staff. Promantus offers the support of seasoned specialists who seamlessly integrate into your team, assisting in new projects, technology implementations, and advancing your...
Top Services:
- Software Testing
- Mobile App Development
- CRM Consulting
- IoT
- AI Development
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- Location
- Raleigh , North Carolina
- Number of Employees
- Under 49
- Average Hourly Rate
- $125/hr
- Minimal Budget
- $1,000 - $10,000
Experience-driven engineering to digitally transform your business to stay ahead. We understand your vision and help you build your thoughts into world-class software products. We work with businesses and individuals to help build world-class products and incubate them to grow. Trust us as your technology...
Top Services:
- Mobile App Development
- Web Development
- eCommerce Development
- WordPress Website Design
- AI Development
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- Location
- Vancouver, Canada
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $25/hr
We are dedicated to transforming your digital vision into reality. With expertise spanning WP, Shopify, web development, mobile applications, eCommerce, Salesforce, no-code/low-code platforms, and cloud, we provide comprehensive solutions tailored to your unique needs. Our team of passionate developers...
Top Services:
- Web Development
- WordPress Website Design
- eCommerce Development
- Mobile App Development
- AI Development
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- Location
- Hillside, New Jersey
- Number of Employees
- Under 49
- Average Hourly Rate
- $25/hr
3DEX Inc., a California-based software provider, delivers innovative solutions globally, serving industries such as healthcare, e-commerce, logistics, and finance. With expertise in AI, quantum computing, and advanced software development, we help businesses transform through cutting-edge technology...
Top Services:
- Blockchain
- Software Development
- Mobile App Development
- SEO
- AI Development
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- Location
- Irvine, California
- Number of Employees
- Under 49
- Average Hourly Rate
- $149/hr
- Minimal Budget
- Under $1,000
Kascode is a digital product agency. We launch user-first websites & digital products that work. Uncovering the who, what & why to build the right thing in the right way...
Top Services:
- Software Development
- Web Development
- Mobile App Development
- IoT
- AI Development
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- Location
- Vienna, Austria
- Number of Employees
- Under 49
- Average Hourly Rate
- $75/hr
- Minimal Budget
- $25,000 - $50,000
CodeBright is an award-winning software development company that developed a variety of software solutions that involve web development, mobile app development, integration with other systems (CRMs, ERPs), analysis of large masses of data from IoT/hardware devices, and usage of AI, ML, and Robotic Process...
Top Services:
- Software Development
- IT Services
- Web Development
- Mobile App Development
- AI Development
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- Location
- Alexandria, Virginia
- Number of Employees
- Under 49
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $1,000 - $10,000
We help businesses build custom software projects ranging from Web Design, Mobile Apps, Custom AI Projects, Ecommerce and just about everything in-between. Quality is also at the core of everything we do. It's our mission with every business we work with, and why we operate completely in-house for our...
Top Services:
- Web Design
- Software Development
- Mobile App Development
- UI/UX Design
- AI Development
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- Location
- Alpharetta, Georgia
- Number of Employees
- Under 49
- Average Hourly Rate
- $99/hr
- Minimal Budget
- Under $1,000
Kliktura is a team of international professionals with years of experience in marketing, web design, and AI automation, dedicated to transforming your business through innovative digital solutions...
Top Services:
- SEO
- Web Design
- Web Development
- PPC
- AI Development
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- Location
- Sarajevo, Bosnia and Herzegovina
- Number of Employees
- Under 49
- Average Hourly Rate
- $70/hr
- Minimal Budget
- $10,000 - $25,000
Allusive Digital is a creative and marketing agency that helps businesses grow through branding, web design, content development, and digital marketing. The agency blends thoughtful strategy with polished creative execution to help clients increase visibility, strengthen their identity, and connect with their...
Top Services:
- Web Development
- eCommerce Development
- Web Design
- WordPress Website Design
- AI Development
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- Location
- Los Angeles, California
- Number of Employees
- Under 49
Germany-based AI automation agency helping SMBs streamline operations with custom AI agents, workflow automation, and modern web applications. Digital solutions with substance. We develop professional websites, web applications, AI agents, and optimize your digital business processes. Free initial...
Top Services:
- Digital Services
- Digital Strategy
- Web Design
- Web Development
- AI Development
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- Location
- Neustadt am Rübenberge, Germany
- Number of Employees
- Under 49
- Average Hourly Rate
- $75/hr
- Minimal Budget
- $1,000 - $10,000
We design and build business software for growing companies. Project tracking, order management, client onboarding, process automation, and dashboards. One place to see everything instead of chasing updates across disconnected tools...
Top Services:
- Web Development
- Mobile App Development
- UI/UX Design
- Software Development
- AI Development
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- Location
- Shrewsbury, United Kingdom
- Number of Employees
- Under 49
- Average Hourly Rate
- $200/hr
- Minimal Budget
- $10,000 - $25,000
Our content lets us track what works for your business in real-time. Our websites help funnel people to your brand. You use the data we collect to power operations...
Top Services:
- Content Marketing
- Social Media Marketing
- Video Marketing
- Software Development
- AI Development
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- Location
- Grand Forks, North Dakota
- Number of Employees
- Under 49
- Minimal Budget
- Under $1,000
Automate Manual Work. Scale Profitably...
Top Services:
- Web Design
- eCommerce Development
- Web Development
- Software Testing
- AI Development
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- Location
- Klaipėda, Lithuania
- Number of Employees
- Under 49
- Average Hourly Rate
- $30/hr
- Minimal Budget
- $1,000 - $10,000
Iron Digital MI is a Detroit web agency that builds custom-coded websites, AI automation workflows, and business apps for Metro Detroit companies. Every project is hand-built from scratch — no page builders, no WordPress templates, no shared hosting vulnerabilities. Sites load under 1.5 seconds, pass Core...
Top Services:
- Web Development
- eCommerce Development
- Web Design
- UI/UX Design
- AI Development
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- Location
- Detroit, Michigan
- Number of Employees
- Under 49
- Average Hourly Rate
- $125/hr
- Minimal Budget
- $1,000 - $10,000
Sellstack AI builds AI automation for small businesses on the Sunshine Coast and across Australia: AI receptionists that answer every call, instant lead follow-up, online booking, CRM pipelines and Google review automation...
Top Services:
- Digital Strategy
- Reputation Management
- Digital Marketing
- Email Marketing
- AI Development
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- Location
- Peregian Beach, Australia
- Number of Employees
- Under 49
- Average Hourly Rate
- $75/hr
- Minimal Budget
- Under $1,000
Few Hands is a boutique web engineering studio founded in 2008. We migrate websites from WordPress, Tilda, Webflow and 1C-Bitrix to fast, secure Next.js without losing search rankings, build custom web applications, and provide monthly retainer support with a defined response time. We also produce AI video...
Top Services:
- Web Development
- eCommerce Development
- Web Design
- Managed Services
- AI Development
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- Location
- Podgorica, Montenegro
- Number of Employees
- Under 49
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $1,000 - $10,000
Pro Logica is a custom software and AI engineering firm. We design, build, and support business software systems for companies that have outgrown off-the-shelf tools. What we build: custom software and web applications, CRM and client portals, ERP integrations, business process automation, AI systems and...
Top Services:
- Web Development
- eCommerce Development
- Software Development
- Mobile App Development
- AI Development
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- Location
- Newport Beach, California
- Number of Employees
- Under 49
- Average Hourly Rate
- $150/hr
Wority Technology helps SMEs and growing businesses simplify operations and scale using practical AI, automation, and data-driven technology solutions. We focus on solving real business problems with clarity, reliability, and long-term value...
Top Services:
- AI Development
- Cybersecurity
- Staff Augmentation
- Product Design
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- Location
- Gandhinagar, India
- Number of Employees
- Under 49
- Average Hourly Rate
- $25/hr
- Minimal Budget
- $1,000 - $10,000
3Hold Technologies is a consulting firm specializing in SAP functional and technical services, cloud solutions, and managed services. Backed by former CIOs, we help businesses unlock the full potential of AWS and SAP with speed, clarity, and measurable value...
Top Services:
- IT Services
- Cloud Consulting
- ERP Consulting
- Mobile App Development
- Big Data Analytics
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- Location
- Barcelona, Spain
- Number of Employees
- Under 49
- Average Hourly Rate
- $68/hr
- Minimal Budget
- $10,000 - $25,000
Some quick facts about usApogeeINVENT is a team of software engineers, project managers, designers, account managers, and marketing professionals. We offer custom software and design, as well as pre-built marketing and business management product options for businesses. Our location: Anywhere with an...
Top Services:
- Web Design
- UI/UX Design
- Web Development
- eCommerce Development
- AI Development
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- Location
- Coeur d'Alene, Idaho
- Number of Employees
- Under 49
- Minimal Budget
- Under $1,000
We Provide Engineering That Helps Companies Change The WorldWith decades of collective experience across cryptography, distributed systems, and full-stack development, we specialize in transforming complex blockchain concepts into resilient, auditable, and scalable production deployments...
Top Services:
- Software Development
- Blockchain
- Cybersecurity
- IT Services
- Web Design
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- Location
- Charlotte, North Carolina
- Number of Employees
- 50 - 99
NextRow Digital headquartered in Schaumburg (Chicago suburbs). Incorporated in 2008, NextRow Digital is a proven leader MarTech space with many MarTech implementations under our belt. While assisting customers with Digital Transformation needs, NextRow Digital specializes in Adobe Experience Cloud, Salesforce...
Top Services:
- eCommerce Development
- Web Development
- WordPress Website Design
- AI Development
- IoT
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- Location
- Chicago, Illinois
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $100/hr
Over 3 million ★★★★★ App Store ratings and counting. We are Agilitee, a digital product design agency near Boston. Ambitious companies across the US call us when they need big agency results for a fraction of the time and cost...
Top Services:
- Product Design
- Web Design
- Web Development
- Mobile App Development
- UI/UX Design
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- Location
- Londonderry, New Hampshire
- Number of Employees
- Under 49
- Average Hourly Rate
- $150/hr
- Minimal Budget
- $50,000 & Up
2Base Technologies is an enterprise software development company specializing in end-to-end IT digital transformation services. With registered offices in the UK, USA, and Australia and R&D centers in Kochi and Palakkad, India, we help businesses worldwide drive efficiency, innovation, and growth...
Top Services:
- Software Development
- Mobile App Development
- IoT
- eCommerce Development
- AI Development
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- Location
- London, United Kingdom
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $25/hr
- Minimal Budget
- $10,000 - $25,000
US-registered nearshore software partner since 2010: AI-ready products, AI engineers and senior LATAM talent for US and Canada...
Top Services:
- Web Development
- eCommerce Development
- Mobile App Development
- IT Services
- AI Development
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- Location
- Mérida, Mexico
- Number of Employees
- Under 49
- Average Hourly Rate
- $55/hr
- Minimal Budget
- $25,000 - $50,000
Softwyre offers a wide variety of IT services to help our clients maximize the potential that technology offers their businesses...
Top Services:
- Digital Marketing
- Social Media Marketing
- Email Marketing
- SEO
- AI Development
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- Location
- Little Rock, Arkansas
- Number of Employees
- Under 49
- Average Hourly Rate
- $100/hr
Zaigo Infotech is a solution-driven, SaaS-enabled product development company powering visionary ideas with tech to bring them to reality...
Top Services:
- Web Design
- Web Development
- Digital Marketing
- Software Development
- Mobile App Development
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- Location
- Fairfield, Connecticut
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $25/hr
EY offers Accounting, Business Consulting, and IT Services with a mission to build a better working world. It provides insights and quality services that instill trust in global capital markets and economies. EY focuses on developing exceptional leaders who deliver on their commitments to all stakeholders...
Top Services:
- Business Consulting
- HR Outsourcing
- Accounting
- Cybersecurity
- IT Services
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- Location
- London, United Kingdom
- Number of Employees
- 1000 & Up
Baker Tilly USA is a privately-owned, trusted project management, tax consulting, and business advisory firm that helps public and large private enterprises navigate complex tax and financial regulations everywhere in the world...
Top Services:
- BPO
- Accounting
- HR Outsourcing
- Business Consulting
- IT Services
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- Location
- Chicago, Illinois
- Number of Employees
- 100 - 249
Offering project management, business, and IT services. At KPMG LLP, their purpose is to turn knowledge into value for the benefit of their clients, people, and the capital markets...
Top Services:
- Business Consulting
- Market Research
- Accounting
- HR Outsourcing
- IT Services
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- Location
- New York City, New York
- Number of Employees
- 1000 & Up
Webdotedit is provide Web Development, Ai, Web Security, and more Internet Services for Businesses and projects. It is a professional service business that creates superior mobile, and database applications and more.We offer technical strategy, design, database, and software development services...
Top Services:
- Web Design
- WordPress Website Design
- Mobile App Development
- Web Development
- AI Development
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- Location
- Ghaziabad, India
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $20/hr
- Minimal Budget
- $50,000 & Up
- Portfolios Count
- 5 Projects Listed
Techigai is a global IT consulting and services firm...
Top Services:
- Mobile App Development
- UI/UX Design
- DevOps Consulting
- Cloud Consulting
- Big Data Analytics
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- Location
- Plano, Texas
- Number of Employees
- 250 - 499
- Average Hourly Rate
- $35/hr
Keller Schroeder is an employee-owned, information technology consulting services firm, and a value-added reseller and systems integrator of hardware and software products...
Top Services:
- Mobile App Development
- IT Services
- Cloud Consulting
- Cybersecurity
- Big Data Analytics
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- Location
- Evansville, Indiana
- Number of Employees
- 100 - 249
CloudFountain Inc is a leading web development agency for startups and businesses in USA. We offer custom software & web development, salesforce Integration, data analytics, cloud development, AI and Machine learning development solutions globally at an affordable cost...
Top Services:
- Software Testing
- Mobile App Development
- Software Development
- Blockchain
- AI Development
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- Location
- Belmont, Massachusetts
- Number of Employees
- Under 49
- Average Hourly Rate
- $100/hr
- Minimal Budget
- $1,000 - $10,000
SourceFuse is an open-source rapid application development framework for development of modern cloud-native enterprise applications. ARC leverages a catalog of prebuilt backend microservices, micro-frontends, and infrastructure as code (IaC) modules that can be deployed on private and public clouds...
Top Services:
- IT Services
- Mobile App Development
- Cloud Consulting
- DevOps Consulting
- Big Data Analytics
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- Location
- Neptune Beach, Florida
- Number of Employees
- 250 - 499
Show + Tell is a branding and web product agency creating impactful experiences for high-growth brands. Helping you out-perform creatively, strategically and commercially...
Top Services:
- Design Services
- Digital Services
- Branding
- Web Design
- Web Development
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- Location
- Leeds, United Kingdom
- Number of Employees
- Under 49
- Average Hourly Rate
- $90/hr
- Minimal Budget
- $25,000 - $50,000
Here at Lanex Corporation, we are a full-cycle software development service provider specializing in bespoke digital solutions for startups and companies globally. We build scalable and secure products designed to impact your brand and provide the best digital experience for your users...
Top Services:
- Mobile App Development
- Software Development
- IT Services
- Web Development
- Staff Augmentation
- Show more
- Location
- San Francisco, California
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $49/hr
- Minimal Budget
- $25,000 - $50,000
Blending strategic insights and thoughtful design with brilliant engineering, we create durable technical solutions that deliver digital transformation at scale...
Top Services:
- Software Development
- Mobile App Development
- Web Development
- UI/UX Design
- AI Development
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- Location
- Minneapolis, Minnesota
- Number of Employees
- 1000 & Up
- Average Hourly Rate
- $99/hr
- Minimal Budget
- $50,000 & Up
Our development and consulting studio was founded by three passionate computer engineers who share a love for software and hardware development. We relish the opportunity to tackle complex, secure, and scalable technological projects from inception to completion. In fact, we thrive on technical challenges!...
Top Services:
- VR/AR
- Software Development
- Mobile App Development
- AI Development
- Web Design
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- Location
- Madrid, Spain
- Number of Employees
- Under 49
- Average Hourly Rate
- $99/hr
- Minimal Budget
- $25,000 - $50,000
Techsila LLC, led by an experienced CEO with 18+ years in software development, stands out for its innovation, comprehensive services, global reach, and client-centricity. We offer cutting-edge solutions spanning web and mobile app development, AI, and more. Our staffing solutions provide access to top...
Top Services:
- Mobile App Development
- Software Development
- IoT
- AI Development
- Blockchain
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- Location
- Burlington, Massachusetts
- Number of Employees
- Under 49
- Average Hourly Rate
- $30/hr
- Minimal Budget
- $1,000 - $10,000
We are a mix of a creative agency, a media agency, a production house, and a development and innovation hub...
Top Services:
- Digital Services
- Web Design
- UI/UX Design
- Digital Strategy
- AI Development
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- Location
- Mexico City, Mexico
- Number of Employees
- 100 - 249
- Minimal Budget
- $10,000 - $25,000
We are Specialists in advertising products and services between industries. We promote local businesses. We bring potential customers to your website to achieve sales or any Marketing objective...
Top Services:
- PPC
- Web Development
- SEO
- Content Marketing
- Social Media Marketing
- Show more
- Location
- Mexico City, Mexico
- Number of Employees
- Under 49
- Minimal Budget
- Under $1,000
Digital Thinkers is a digital innovation agency.But we can be much more than that! We couldbe Your partner in success. With our extensiveexpertise in product design and softwaredevelopment, we have the ability to transformYour ideas into extraordinary digital experiences.We are Digital...
Top Services:
- Software Development
- Mobile App Development
- Web Development
- Web Design
- AI Development
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- Location
- Budapest, Hungary
- Number of Employees
- Under 49
- Average Hourly Rate
- $800/hr
- Minimal Budget
- $10,000 - $25,000
At SIVOXI, we're more than just a software development company. We're your strategic partner in maximizing profits and harnessing the power of artificial intelligence. Our passion for business, mathematics, and AI drives our success and defines our specialized services. With a dedicated team of experts...
Top Services:
- Mobile App Development
- Software Development
- Web Design
- Web Development
- AI Development
- Show more
- Location
- Sandton, South Africa
- Number of Employees
- Under 49
At Innovare Software SRL, we prioritize a serious approach to software development. With a steadfast commitment to innovation and excellence, we strive to deliver cutting-edge solutions that meet the evolving needs of our clients. Our dedication to quality ensures that every project is handled with the utmost...
Top Services:
- Software Development
- Mobile App Development
- VR/AR
- AI Development
- Software Testing
- Show more
- Location
- Reconquista, Argentina
- Number of Employees
- Under 49
- Average Hourly Rate
- $25/hr
- Minimal Budget
- $1,000 - $10,000
DuckMa is a seasoned mobile app development agency that elevates businesses to new heights through innovative digital solutions. With over a decade of experience, DuckMa employs a unique method that transforms visionary ideas into reality, delivering advanced software and mobile applications. The agency...
Top Services:
- Digital Services
- Product Design
- Digital Strategy
- IoT
- AI Development
- Show more
- Location
- Rezzato, Italy
- Number of Employees
- Under 49
- Average Hourly Rate
- $149/hr
- Minimal Budget
- $25,000 - $50,000
AI Development Specializations
Services Related to AI Development
Why companies trust DesignRush
Every agency is independently vetted before it can be listed or ranked
Some agencies pay for sponsored placement, clearly labeled and held to the same vetting standards.
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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