Hiring an artificial intelligence development company means weighing data architecture depth, integration capability and production track record alongside model expertise. Compare 2,817 AI development companies in the USA, vetted against five ranking criteria and reviewed by a team of 12 experts.
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.
Qbit Technologies is a Palo Alto boutique startup, specialized in the development of virtual, augmented, and mixed reality solutions for enterprises. We focus on what we see as the first vertical applications for business purposes, developing specific products and solutions based on virtual, augmented, and...
Top Services:
- VR/AR
- Blockchain
- AI Development
- Location
- Palo Alto, California
- Number of Employees
- Under 49
PositiveEdge Solutions LLC is an IT services company with offices in the U.S., UAE, and India, specializing in implementation of Cloud Consulting (Azure and AWS), Business Analytics, AI/ML, IoT, Test Automation, ERP, Customer Relationship Management and Customer Experience solutions...
Top Services:
- Software Development
- IT Services
- AI Development
- Location
- Orange County, California
- Number of Employees
- 100 - 249
- Minimal Budget
- $1,000 - $10,000
Genpact (NYSE: G) is a global professional services firm that makes business transformation real. We drive digital-led innovation and digitally-enabled intelligent operations for our clients, guided by our experience running thousands of processes primarily for Global Fortune 500 companies...
Top Services:
- IT Services
- Managed Services
- AI Development
- Location
- New York City, New York
- Number of Employees
- Under 49
We’re the Intelligent Information Management leader specializing in: Information Capture • Transformation • Access • Insight...
Top Services:
- BPO
- Big Data Analytics
- AI Development
- Location
- Hartford, Connecticut
- Number of Employees
- 100 - 249
Ebryx Technology builds industry-leading custom software, mobile and web apps, and secure engineering solutions. We are a tight-knit group of engineers, developers, and designers who are passionate about delivering a product that exceeds expectations. From conception to launch, our clients vision is the heart...
Top Services:
- Software Development
- Mobile App Development
- AI Development
- Location
- Salem, New Hampshire
- Number of Employees
- 250 - 499
- Average Hourly Rate
- $40/hr
- Minimal Budget
- $10,000 - $25,000
Clevyr offers services such as Software Development, Cloud Services, App development, etc...
Top Services:
- Mobile App Development
- Software Development
- AI Development
- Location
- Oklahoma City, Oklahoma
- Number of Employees
- Under 49
- Minimal Budget
- $25,000 - $50,000
AIS (Applied Information Sciences) provides software and systems engineering services to government agencies and businesses across the United States...
Top Services:
- Mobile App Development
- IT Services
- AI Development
- Location
- Reston, Virginia
- Number of Employees
- 1000 & Up
Trace3, a pioneer in business transformation solutions, empowers organizations to lead their market space by keeping pace with the rapid changes in IT innovations ensuring relevance to specific business initiatives required to maximize revenue generation...
Top Services:
- Big Data Analytics
- DevOps Consulting
- AI Development
- Location
- Irvine, California
- Number of Employees
- 1000 & Up
Optima Global Solutions, Inc. provides solutions, services and consulting resources which help organizations automate their internal business processes...
Top Services:
- IT Services
- Staff Augmentation
- AI Development
- Location
- Lawrence Township, New Jersey
- Number of Employees
- 100 - 249
Gambix is an experienced custom software development company taking innovative strides to unlock the potential of modern technology. Our comprehensive portfolio enables entrepreneurs and enterprises alike to make their vision a reality, from web and application design through digital marketing & consulting...
Top Services:
- Mobile App Development
- Software Development
- AI Development
- Location
- Sheridan, Wyoming
- Number of Employees
- Under 49
- Average Hourly Rate
- $99/hr
- Minimal Budget
- $1,000 - $10,000
Manage one product or one million, with JFrog's software development solutions. They help companies focus on their day-to-day assignments, while JFrog takes care of the IT challenges...
Top Services:
- Software Development
- DevOps Consulting
- AI Development
- Location
- Sunnyvale, California
- Number of Employees
- 1000 & Up
We provide cost effective software development services in a range of languages: React, Rails, frontend, backend, you name it. We provide a fast and simple process to get you moving quickly...
Top Services:
- IT Services
- Software Development
- AI Development
- Location
- New Haven, Connecticut
- Number of Employees
- Under 49
eBiz Solutions: technology & solutions company headquartered in Memphis with a global presence...
Top Services:
- DevOps Consulting
- Mobile App Development
- AI Development
- Location
- Memphis, Tennessee
- Number of Employees
- 100 - 249
Accelerate Business Impact with Trusted Automotive Consultants...
Top Services:
- Business Consulting
- Big Data Analytics
- AI Development
- Location
- Troy, Michigan
- Number of Employees
- 100 - 249
With a legacy of over 250 successful implementations and a diverse clientele spanning industries worldwide, our passionate team of marketing automation consultants deliver unparalleled Salesforce expertise. We blend technical prowess with a genuine focus on amplifying business potential, ensuring your journey...
Top Services:
- IT Services
- Cloud Consulting
- AI Development
- Location
- St. Louis Park, Minnesota
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $100/hr
JPGlobal specializes in delivering customized web and mobile applications designed to address your organization's distinct business needs and overcome challenges. Our team of experts works closely with clients to develop innovative solutions that enhance efficiency, productivity, and overall business...
Top Services:
- Mobile App Development
- Software Development
- AI Development
- Location
- Tempe, Arizona
- Number of Employees
- Under 49
- Average Hourly Rate
- $125/hr
- Minimal Budget
- $1,000 - $10,000
Since 2003 we have developed bespoke websites and mobile apps for industry, government, and non-profits. From the beginning, our philosophy has been that everything we build must combine compelling design with high usability and robust security...
Top Services:
- Web Development
- Mobile App Development
- AI Development
- Location
- Pasadena, California
- Number of Employees
- Under 49
- Average Hourly Rate
- $75/hr
- Minimal Budget
- $1,000 - $10,000
Codi Technologies helps businesses build applications efficiently by providing nearshore design and development services. We leverage low code tools, top tier designers & developers skilled in frontend and backend, integrations, and UX/UI to deploy ideas quickly...
Top Services:
- Mobile App Development
- Web Development
- AI Development
- Location
- Los Angeles, California
- Number of Employees
- Under 49
- Average Hourly Rate
- $125/hr
- Minimal Budget
- $1,000 - $10,000
Eviden provides advanced AI cybersecurity through managed detection and response services, enabling organizations to proactively defend against sophisticated cyber threats with speed and precision...
Top Services:
- IT Services
- Managed Services
- AI Development
- Location
- Chicago, Illinois
- Number of Employees
- 1000 & Up
We provide LA and OC metro area small businesses with Enterprise Class IT solutions, including data security, IT helpdesk & managed services, repairs and installations, and more. Get in touch to schedule your free consultation and network security audit...
Top Services:
- IT Services
- Cybersecurity
- AI Development
- Location
- Long Beach, California
- Number of Employees
- Under 49
- Average Hourly Rate
- $75/hr
- Minimal Budget
- Under $1,000
CQR delivers comprehensive cybersecurity services including penetration testing, red teaming, SOC monitoring, compliance auditing, and vulnerability assessments. Our certified specialists provide 24/7 security support to government and enterprise clients worldwide, helping organizations strengthen their...
Top Services:
- Cybersecurity
- Software Testing
- AI Development
- Location
- San Francisco, California
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $50/hr
United Techno is a global IT-services and consulting firm offering data management & AI solutions, application modernization, cloud & legacy-system modernization, integration, QA/testing, and digital transformation helping businesses across retail, logistics, life sciences, e-commerce and other sectors...
Top Services:
- Big Data Analytics
- Mobile App Development
- AI Development
- Location
- Pleasanton, California
- Number of Employees
- 250 - 499
WNS is a global, digital-led business transformation and services company providing comprehensive data engineering, analytics, AI/GenAI, and business-process services enabling enterprises to modernize data infrastructures, unlock insights, and scale data-driven decision-making...
Top Services:
- Big Data Analytics
- Accounting
- AI Development
- Location
- New York City, New York
- Number of Employees
- 1000 & Up
Veye Marketing is a digital marketing agency that helps businesses expand their online presence and generate measurable results through tailored strategies. The agency provides services such as web design, search engine optimization (SEO), social media marketing, content marketing, and paid advertising to...
Top Services:
- Digital Marketing
- SEO
- AI Development
- Location
- Lynchburg, Virginia
- Number of Employees
- Under 49
Confiz is a global technology solutions and consulting company that helps organizations accelerate digital transformation through data strategy, software engineering, cloud modernization, and related services including data migration as part of their broader data and digital services portfolio...
Top Services:
- CRM Consulting
- Big Data Analytics
- AI Development
- Location
- Bellevue, Washington
- Number of Employees
- 500 - 999
Engenious is an AI-native quality engineering partner helping startups and enterprise teams build and deploy software with confidence. We specialize in advanced QA automation, AI model validation, and mobile quality engineering, enabling organizations to accelerate release cycles while reducing risk. From...
Top Services:
- Mobile App Development
- Web Development
- AI Development
- Location
- Las Vegas, Nevada
- Number of Employees
- Under 49
- Average Hourly Rate
- $75/hr
- Minimal Budget
- $25,000 - $50,000
A data-focused software house dedicated to revolutionizing data science and data engineering through innovative solutions. We help enterprises unlock the full potential of their data...
Top Services:
- Big Data Analytics
- Staff Augmentation
- AI Development
- Location
- Brazil, Indiana
- Number of Employees
- Under 49
- Average Hourly Rate
- $45/hr
- Minimal Budget
- $1,000 - $10,000
Global Ecommerce Automation helps you build and grow automated online stores on Amazon, Shopify, Walmart, and more. From product research to fulfillment, they offer hands-free ecommerce automation, making passive income simple and scalable...
Top Services:
- eCommerce
- eCommerce Development
- AI Development
- Location
- Sheridan, Wyoming
- Number of Employees
- Under 49
Most owner-operated service businesses hit the same wall: everything routes through the owner, and the day never ends. AutoJate fixes that. I find where the work actually jams, then put the fix in place, whether that's an AI system I build or the right existing tool stood up on what you already pay for...
Top Services:
- AEO
- SEO
- AI Development
- Location
- Irving, Texas
- Number of Employees
- Under 49
- Average Hourly Rate
- $150/hr
- Minimal Budget
- $1,000 - $10,000
VANAA RCM is a healthcare revenue cycle management and provider credentialing company serving practices, clinics, hospitals, and health systems across the United States. We specialize in provider credentialing, payer enrollments, provider licensure, CAQH maintenance, and end-to-end medical billing services...
Top Services:
- IT Services
- Software Development
- AI Development
- Location
- San Ramon, California
- Number of Employees
- 500 - 999
- Average Hourly Rate
- $40/hr
ProMantra is a US based healthcare RCM company supporting medical practices and providers across all the 50 states. Our team handles medical billing, coding, prior authorization, denail managment and End-to-End RCM services...
Top Services:
- Business Consulting
- BPO
- AI Development
- Location
- Watchung, New Jersey
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $40/hr
- Minimal Budget
- $10,000 - $25,000
Aphelia Innovations, an ISO-certified software development and digital transformation company, empowers startups, SMEs, and enterprises in the US, Europe, and APAC region. With expertise in outsourced software development and on-demand engineering teams, we deliver top-notch services...
Top Services:
- Mobile App Development
- Software Development
- Web Development
- Staff Augmentation
- AI Development
- Show more
- Location
- San Francisco, California
- Number of Employees
- Under 49
- Average Hourly Rate
- $20/hr
- Minimal Budget
- $1,000 - $10,000
- Portfolios Count
- 6 Projects Listed
Fugu Mobile is a technology and digital solutions company specializing in Omni-channel marketing, web development, CRM, AI platforms, app development, WeChat marketing, user engagement, and innovative digital products that help businesses connect with customers through seamless digital experiences...
Top Services:
- Digital Strategy
- Digital Marketing
- AI Development
- Software Development
- Web Development
- Show more
- Location
- Reno, Nevada
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $60/hr
- Minimal Budget
- $10,000 - $25,000
- Portfolios Count
- 4 Projects Listed
Founded in 2004, aqaba digital is a tech-driven agency that brings consumers and brands together through high-impact, personalized online experiences...
Top Services:
- Digital Marketing
- AI Development
- SEO
- PPC
- Web Development
- Show more
- Location
- City of the Village of Clarkston, Michigan
- Number of Employees
- Under 49
- Average Hourly Rate
- $165/hr
- Minimal Budget
- $10,000 - $25,000
IR Solutions is a global IT services and software development company founded in 2019 with headquarters in Austin, Texas. Specialize in custom software development, mobile and web apps, blockchain, AI/ML, IoT, DevOps, and staff augmentation, helping businesses scale with innovative, future-ready digital...
Top Services:
- Web Development
- AI Development
- Mobile App Development
- eCommerce Development
- DevOps Consulting
- Show more
- Location
- Austin, Texas
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $30/hr
- Minimal Budget
- $1,000 - $10,000
Your company's story deserves to be heard, nationally. Ready to make headlines? Step into the spotlight. Get the publicity you deserve...
Top Services:
- Public Relations
- Reputation Management
- SEO
- Social Media Marketing
- AI Development
- Show more
- Location
- White Plains, New York
- Number of Employees
- Under 49
- Average Hourly Rate
- $350/hr
We create pathways for your organization to open up new opportunities and drive exceptional growth. Our programs boost revenue, increase profits and grow your bottom line. Contact us. We have the tools and tactics to help you crush your competition...
Top Services:
- Business Consulting
- AI Development
- Digital Services
- Branding
- IT Services
- Show more
- Location
- University Place, Washington
- Number of Employees
- Under 49
Intelligaia is a CX Design company that works with Business Process Groups to transform the business value of their products. Intelligaia brings innovative DesignOps practices to bridge the gap between strategy and execution at speed and scale...
Top Services:
- UI/UX Design
- AI Development
- Software Development
- Web Development
- Mobile App Development
- Show more
- Location
- Apex, North Carolina
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $55/hr
- Minimal Budget
- $10,000 - $25,000
ADe Technologies, Inc., a global organization headquartered in Florida with offices stretching from the U.S. to India and more than 200 employees worldwide, is paving the way for innovative technology solutions around the globe...
Top Services:
- Software Development
- AI Development
- Mobile App Development
- Blockchain
- Digital Marketing
- Show more
- Location
- Pensacola, Florida
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $49/hr
- Minimal Budget
- $1,000 - $10,000
Railsware is a product studio that turns funded ideas into products: fast with AI, built by a senior team that runs its own SaaS. We also take products founders built with AI tools and make them company-ready, and we add AI to products that already have users...
Top Services:
- AI Development
- Mobile App Development
- Software Development
- IT Services
- DevOps Consulting
- Show more
- Location
- Pasadena, California
- Number of Employees
- 100 - 249
- Average Hourly Rate
- $120/hr
- Minimal Budget
- $50,000 & Up
BRANDefenders is a reputation management firm in Lindon, Utah. We measure how your brand shows up across Google, AI answer engines, reviews, and the press, then close the gaps with RE²: The Reputation Equity Engine™...
Top Services:
- Reputation Management
- AI Development
- Content Marketing
- Digital Marketing
- SEO
- Show more
- Location
- Lindon, Utah
- Number of Employees
- Under 49
- Average Hourly Rate
- $65/hr
- Minimal Budget
- $1,000 - $10,000
CureMD's physician billing services are easy and stress free Our team of experts will handle all the complex details, so you can focus on providing excellent patient care...
Top Services:
- Software Testing
- AI Development
- Software Development
- CRM Consulting
- Call Centers
- Show more
- Location
- New York City, New York
- Number of Employees
- 1000 & Up
- Average Hourly Rate
- $35/hr
- Minimal Budget
- Under $1,000
Comptivia Technologies is a global IT Services and Consulting company headquarters in New Jersey USA. We work with leading companies to deliver services and technologies at scale, accelerate digital operations, develop innovative applications, and drive efficiencies throughout their organization...
Top Services:
- Web Design
- AI Development
- Software Testing
- Software Development
- Big Data Analytics
- Show more
- Location
- Montville, New Jersey
- Number of Employees
- 50 - 99
- Average Hourly Rate
- $70/hr
Cyber Nest is a U.S.-based technology company specializing in Custom Software Development. We create tailored software solutions that help businesses overcome unique challenges, optimize operations, and engage customers more effectively. With expertise in the latest technologies and a collaborative approach...
Top Services:
- Software Development
- AI Development
- Blockchain
- Cloud Consulting
- DevOps Consulting
- Show more
- Location
- New York City, New York
- Number of Employees
- Under 49
- Minimal Budget
- $1,000 - $10,000
As a trusted bespoke software development outsourcing company, we help business organizations tackle challenges of outdated software, inefficient processes, and poor digital presence...
Top Services:
- Software Testing
- AI Development
- Software Development
- Mobile App Development
- CRM Consulting
- Show more
- Location
- San Jose, California
- Number of Employees
- 100 - 249
- Minimal Budget
- $10,000 - $25,000
Visionet is a leading IT services firm delivering digital experiences, enterprise modernization, Data & AI applications, and managed IT services. We leverage digital, data, and cloud technologies to meet clients needs efficiently. Serving diverse sectors, we simplify complexities and foster innovation. With a...
Top Services:
- IT Services
- AI Development
- Big Data Analytics
- Cloud Consulting
- DevOps Consulting
- Show more
- Location
- Cranbury, New Jersey
- Number of Employees
- 1000 & Up
Pioneering digital marketing solutions with a focus on SEO/AEO to boost visibility and drive growth...
Top Services:
- Digital Marketing
- AI Development
- SEO
- Social Media Marketing
- Web Design
- Show more
- Location
- Collierville, Tennessee
- Number of Employees
- Under 49
- Average Hourly Rate
- $20/hr
- Minimal Budget
- $1,000 - $10,000
HappyFunCorp partners with companies across all industries to develop innovative AI digital products and modernize existing ones, leveraging deep engineering skills, product expertise, and human-focused design...
Top Services:
- Software Development
- AI Development
- Product Design
- Design Services
- Digital Strategy
- Show more
- Location
- New York City, New York
- Number of Employees
- 50 - 99
- Minimal Budget
- $10,000 - $25,000
PureLogics is an AI-first software engineering company that helps enterprises and fast-growing businesses build, modernize, and scale with intelligent technology...
Top Services:
- Software Development
- AI Development
- Web Development
- Mobile App Development
- Staff Augmentation
- Show more
- Location
- New York City, New York
- Number of Employees
- 250 - 499
- Average Hourly Rate
- $50/hr
- Minimal Budget
- $25,000 - $50,000
NextCTL is an AI-native agency founded in 2022. We design AI agents, voice and chat assistants, workflow automation and custom software, and the same team runs SEO, paid media, lead generation and CRM automation. Registered in Delaware, delivered from Dhaka, serving North America and Europe...
Top Services:
- Software Development
- AI Development
- Web Development
- Digital Marketing
- SEO
- Show more
- Location
- Dover, Delaware
- Number of Employees
- Under 49
- Average Hourly Rate
- $100/hr
- Minimal Budget
- $1,000 - $10,000
AI Companies by City
AI Companies by State
AI Development Specializations in the US
Why companies trust DesignRush
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Frequently Asked Questions About AI Development Companies in USA
What services does an AI development company in USA provide?
AI development companies in USA provide a wide range of services that replicate human cognition, including machine learning (ML), natural language processing (NLP), and robotics.
According to Pixion, the most common AI development services in USA include:
- Enterprise RAG (Retrieval-Augmented Generation) platforms make up 50% or more of all AI services provided. They include creating a secure, auditable “ChatGPT for your company data” built on the latest frontier models (GPT, Claude Sonnet, Gemini Pro, etc.) + best-in-class retrieval.
- AI agents and agentic workflows account for 25 to 30%. They involve developing autonomous agents that can reason, use tools, remember context, and execute complex business processes (powered by API calls, with zero fine-tuning).
- AI-driven workflow automation that replaces brittle, rule-based bots with reasoning-powered agents presents 10 to 15% of all AI services.
- Multimodal document intelligence and workflow tools (invoices, contracts, forms, etc.) constitute 10%.
Designli also reports that 44.4% of tech founders believe internal automation is the most beneficial AI feature for their product. This is followed by user personalization (22.2%) and AI-assisted productivity features (22.2%).
How much do AI development services cost in the USA?
Hiring an AI software development company in the USA for prototyping and minimal viable products (MVPs) can cost from $50,000 and go above $500,000 for custom enterprise models, as Pixion states.
| Complexity level | Typical services | Budget ranges | Typical timeline |
| Proof of concept / MVP | Rapid prototype, off-the-shelf models (e.g., OpenAI/Gemini API), simple prompt engineering, basic UI | $30,000 to $100,000 | 1 to 4 months |
| Low to medium complexity | Simplistic agentic workflows, RAG pipeline, integration with internal data sources, moderate UI/UX, basic security | $80,000 to $200,000 | 4 to 10 months |
| Medium to high complexity | Multimodal systems, fine-tuning or pre-training, agentic workflows, custom model optimization, on-premise/private deployment, compliance (GDPR, etc.) | $150,000+ | 10 to 12+ months |
| Enterprise / highly complex | Bespoke model development or heavy distillation, multi-agent systems, real-time inference at scale, advanced MLOps, deep integrations (ERP, CRM, proprietary data lakes), and ongoing training pipelines | $500,000+ | 1+ years |
When can clients expect ROI from an AI project?
Return on investment (ROI) depends on the type of AI development services provided:
- Support automation usually shows ROI within 2 to 4 months because it directly replaces workload.
- Sales AI shows ROI in 1 to 3 months because a single converted lead can justify the cost.
- Content automation depends on the SEO cycle, but usually returns value within 3 to 6 months.
- Recommendation systems pay off in 2 to 5 months, depending on traffic.
- Internal ChatGPTs are slower, usually 4 to 9 months, because their impact spreads across multiple departments.
What are the typical timelines for AI projects from initial planning to delivery across complexity levels?
AI systems don’t reach a final state, as they are not static assets. They keep learning, breaking, and improving as they absorb new data through regular usage.
Approximate timeframes are:
- Small projects, like focused chatbots or narrow content workflows, usually take 3 to 5 months from the first workshop to a stable version people can use at work.
- Mid-level projects, such as full-support automation or sales qualification, often take 6 to 9 months to feel properly integrated into daily operations.
- Large, cross-departmental systems such as recommendation engines or internal company-wide copilots usually require 9 to 18 months before AI becomes a part of the company’s operations.
Who owns the IP, code and model weights?
Who owns the IP, code, and model weights depends on the contract with your AI development company. Typically, the client owns the custom code, prompts, datasets, and documentation once the project is paid for. However, ownership of AI model weights requires a separate agreement.
If the model is built using an open-weight model, the client may own the fine-tuned weights, depending on the original license. Models customized through commercial AI platforms usually remain on those platforms.
US copyright law also requires human authorship. Content generated entirely by AI generally cannot receive copyright protection, while human-created contributions may qualify. The US Copyright Office provides guidance on these rules. Your contract should also clarify open-source licensing and whether the agency can reuse parts of the solution for other clients.
How often do AI development companies in USA update or retrain deployed models?
Most production AI models are monitored and retrained from weekly to quarterly, while high-volume or fast-changing systems update even daily or in near real time.
- Fast-changing consumer apps and social platforms: Continuous or daily updates
- Finance and fraud detection: Weekly to monthly retraining
- Healthcare and other regulated use cases: Monthly to quarterly retraining
- Retail, pricing, and recommendations: Daily to weekly refreshes
- Large language models (like GPT or Gemini): Major versions every 1 to 2 years, with ongoing fine-tuning and safety updates.
What industries employ AI development companies in USA most?
Many sectors rely heavily on AI development services, and the following list shows the industries with the highest adoption. The percentages show how many organizations in the given sector use at least one AI capability.
- Media and telecom: 88%
- Insurance: 96%
- Technology: 95%
- Consumer goods and retail: 96%
- Healthcare: 95%
- Professional services: 92%
- Travel and logistics: 91%
- Energy and materials: 90%
- Financial institutions: 89%
- Advanced manufacturing: 86%
- Engineering and construction: 86%
- Pharma and medical products: 84%
- Manufacturing: 83%
What are the top AI companies in the USA in 2026?
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