Top Chatbot Companies in the United States
From Silicon Valley’s AI labs to New York’s enterprise consultancies and Austin’s fast-growing startup scene, the United States is a global hub for building high-performing chatbots and conversational AI platforms.
On Clutch, you can compare verified U.S. chatbot providers by reviews, tech stack, industry focus, and pricing to find the right fit for your roadmap — from customer support chatbots to complex, enterprise chatbot services with CRM and data-layer integrations. Our rigorous vetting process includes client interviews, portfolio checks, and service-line validation, so you can shortlist with confidence. Use filters to narrow by budget, location, framework, and industry expertise. Start with these helpful directories:
• Global Top Chatbot Companies
• Chatbot Companies in San Francisco
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$10,000+$50 - $99 / hr50 - 249New York, NY
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See all 8 projectsFusionHit offers software development, QA, infrastructure support, and staff augmentation services, specializing in technologies like React.js, Node.js, and Xamarin. Reviews consistently highlight their skilled and communicative engineers, seamless integration with client teams, and strong project management. Clients appreciate FusionHit's cultural alignment, commitment to quality, and effective leadership, though some wish for faster recruitment.
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UndisclosedUndisclosed2 - 9Phoenix, AZ
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Launched in 2011, Orsa Technologies, LLC is a custom software development company. The small team specializes in Custom Software Development and Artificial Intelligence.
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$10,000+$25 - $49 / hr50 - 249Fairfax, VA
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CLOUDIUM SOFTWARE is a custom software development company. The company is based in Fairfax, Virginia and Kochi, India. Their team specializes in Custom Software Development and Web Development.
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$5,000+$50 - $99 / hr50 - 249New York, NY
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Intech Systems Pvt. Ltd is a CRM consulting and SI company launched in 1978. The team offers CRM consulting and SI and ERP consulting and SI.
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UndisclosedUndisclosedFreelancerMiddletown Township, NJ
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MILE Social, a SEO agency, was established in 2015. The company focuses on Search Engine Optimization and Advertising, and is small.
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UndisclosedUndisclosedFreelancerDover, DE
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Sudden Impact Agency is an Advertising company. Their small team is located in Dover, Delaware. Their services include Advertising and Social Media Marketing.
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$5,000+< $25 / hr250 - 999Austin, TX
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See all 10 projectsTRANSFORM Solutions is a data solutions company that specializes in data collection, mining, and workflow simplification services. Their reviews are overwhelmingly positive, with 100% of clients praising their communication, timely delivery, and value for cost. Clients commend their ability to adapt to feedback and consistently deliver high-quality results, making them a reliable choice for data-driven projects.
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UndisclosedUndisclosed2 - 9Charlotte, NC
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Red Marlin Logistics is a small Charlotte, North Carolina-based Logistics & Supply Chain Consulting company. The team focuses on Logistics & Supply Chain Consulting and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Pasadena, CA
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Trinus Corporation is an IT managed services company. They are in Pasadena, California and have small team. Their team offers IT managed services and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Harrisonville, MO
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Established in 2017, Maazsoft is a custom software development firm. The agency offers Custom Software Development and Web Development, and is small.
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UndisclosedUndisclosed2 - 9Portland, OR
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NicheCloudware is a business intelligence company. Established in 2021, their team provides BI & big data consulting & SI and Cybersecurity.
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$1,000+$25 - $49 / hr50 - 249Newtown, CT
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Founded in 2017, Apptomate Digital Software Services Pvt Ltd is an AI development company. The company focuses on Artificial Intelligence and E-Commerce Development.
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$50,000+$50 - $99 / hr250 - 999Berwyn, PA
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See all 11 projectsVOLO is a comprehensive software development company known for delivering digital solutions, including custom software, mobile apps, and web platforms, across various industries. The company is highly praised for its professionalism, creativity, and project management, with 90% of reviews highlighting their timely delivery and quality outcomes. Clients commend VOLO for their ability to align with company values and deliver exceptional value for cost, though some suggest improvements in scalability and communication for larger projects.
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$10,000+$25 - $49 / hr50 - 249Piscataway, NJ
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Founded in 2020, Neoware Technology Solutions is a branding firm. The team offers Branding and IT strategy consulting and is located in Piscataway, New Jersey and Chennai, India.
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UndisclosedUndisclosed250 - 999Jersey City, NJ
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Chain IQ Group AG is a Business Consulting company founded in 2013. Their team provides Business Consulting and Robotics Process Automation.
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$25,000+$50 - $99 / hr50 - 249Seattle, WA
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See all 32 projectsMobcoder is a versatile software development company specializing in mobile and web applications. Across multiple reviews, clients commend Mobcoder for delivering projects on time and within budget, demonstrating technical expertise, and accommodating client needs. Approximately 90% of reviewers highlight their responsiveness and problem-solving capabilities. However, areas for potential improvement include design aesthetics and bug testing. Overall, Mobcoder is praised for its commitment to client satisfaction and high-quality deliverables.
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$50,000+$50 - $99 / hr50 - 249New York, NY
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See all 17 projectsFirst Factory is a software development company offering a range of services, including custom software development, staff augmentation, and UX/UI design. Their reviews consistently highlight their strong project management, high-quality deliverables, and excellent communication, with 100% of reviewers praising their responsiveness and technical expertise. Clients appreciate their value for cost and alignment with company values, resulting in widespread satisfaction with no significant areas for improvement noted.
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$25,000+$50 - $99 / hr250 - 999Aliso Viejo, CA
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See all 17 projectsITRex Group is a custom software development company highly regarded for delivering scalable and user-friendly software solutions. The company's services include business analysis, mobile app development, website and cloud platform design, and infrastructure support. Their reviews on Clutch.co reveal overwhelmingly positive feedback, with nearly 100% of reviewers praising their project management, communication skills, and commitment to quality. Customers consistently highlight ITRex Group's ability to meet budgets and timelines, with particular emphasis on their thorough approach and technical expertise.
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UndisclosedUndisclosed2 - 9Plano, TX
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Intac Solution is an IoT development company. The small Plano, Texas-based team focuses on IoT development and Application Testing. The firm was established in 2015.
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UndisclosedUndisclosed2 - 9San Francisco, CA
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Lopez Research is a Market Research company based in San Francisco, California. They specialize in Market Research and Marketing Strategy and were founded in 2008.
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UndisclosedUndisclosed2 - 9Pearland, TX
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Innovantage Technologies is a big data analytics company. Launched in 2024, the team offers BI & big data consulting & SI and Custom Software Development. The company is located in Pearland, Texas.
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UndisclosedUndisclosed10 - 49Minneapolis, MN
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AIThinkers is a cloud consulting & SI company. In Minneapolis, Minnesota, the firm specializes in cloud consulting & SI and IoT development.
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UndisclosedUndisclosed10 - 49Ballwin, MO
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Datasoft Global LLC, a big data company, is located in Ballwin, Missouri. Established in 2007, the team offers BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Sterlington, LA
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TGN Digital Web Designs LLC is a SEO agency based in Sterlington, Louisiana. They focus on Search Engine Optimization and Web Design and were established in 2016.
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$5,000+$25 - $49 / hr50 - 249Daly City, CA
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See all 2 projectsTech4biz Solutions Private Limited is a versatile IT services company offering web development, custom software solutions, and innovative technology applications. The company consistently receives positive reviews for its project management, communication, and alignment with client values. Approximately 100% of reviews highlight their timely delivery and commitment to client satisfaction, underscoring their strong client-focused approach.
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$50,000+$100 - $149 / hr250 - 999Wilmington, DE
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Tangentia Inc is a midsize custom software development company founded in 2003. Their team focuses on Custom Software Development and Artificial Intelligence.
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$5,000+$25 - $49 / hr50 - 249San Francisco, CA
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See all 15 projectsTechnoBrains Business Solutions LLP is a versatile software development company specializing in mobile app development, UI/UX design, and web development. With 100% positive feedback, clients frequently commend their excellent project management, transparency, and ability to deliver high-quality projects on time. Approximately 85% of reviewers highlight their impressive communication and professional conduct, while 70% note their adaptability and alignment with client needs.
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$10,000+$25 - $49 / hr50 - 249Parker, CO
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See all 19 projectsUran Company is a multifaceted digital solutions agency specializing in web development, e-commerce, document management, and software development. Clients commend Uran Company for their exceptional project management, timeliness, and ability to deliver high-quality solutions tailored to specific business needs. With nearly 100% positive feedback, Uran Company is noted for their proactivity, strategic insight, and commitment to client satisfaction, making them a trusted partner across various industries.
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$25,000+$25 - $49 / hr50 - 249San Francisco, CA
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Cloud Interactive is a software development company. The Taipei, Taiwan-based company focuses on Custom Software Development and AI Consulting.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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PredictX is a London, England-based AI development company and data analytics company. Founded in 2014, the team specializes in Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Middletown, DE
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Knowtified is a small AR/VR development company headquartered in Middletown, Delaware and EU, Hungary. The team provides AR/VR development and Artificial Intelligence.
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$1,000+< $25 / hr50 - 249Acton, MA
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See all 2 projectsMetizsoft Solutions Private Limited is a web development company specializing in Shopify customizations. With a strong positive feedback record, reviewers commend their excellent communication and timely delivery, with no areas for improvement mentioned. Approximately 100% of the feedback emphasizes their responsiveness and alignment with client values.
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$50,000+$50 - $99 / hr50 - 249Miami, FL
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Established in 2002, Mobiik is an AI firm. The midsize team focuses on Artificial Intelligence and AI Consulting.
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$10,000+$100 - $149 / hr250 - 999Brooklyn, NY
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Established in 2019, Manyone is an user experience agency. The team provides UX/UI Design and Digital Strategy and is headquartered in København, Denmark and Aarhus, Denmark.
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$10,000+$25 - $49 / hr250 - 999San Jose, CA
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See all 28 projectsRishabh Software is a versatile IT services company offering software development, e-commerce solutions, and mobile app development. Across reviews, 100% of clients commend their professionalism, responsiveness, and technical capability. The company effectively manages projects with structured communication and timely delivery, ensuring alignment with client needs and expectations. While suggestions for more alternative approaches exist, overall satisfaction remains high with clients recommending their services.
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$10,000+$25 - $49 / hr250 - 999Irving, TX
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See all 14 projectsAzilen Technologies is a versatile software development company specializing in customized software solutions, IT management, and mobile app development. The company has consistently received positive feedback, with approximately 90% of clients praising their professionalism, communication, and project management skills. Common themes include their ability to deliver high-quality work, meet deadlines, and effectively manage client relationships, making them a reliable partner for diverse technological needs.
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$10,000+$50 - $99 / hr50 - 249Wyoming, DE
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See all 11 projectsKilowott is a versatile digital solutions company that specializes in web development, digital marketing, and user experience design. Client reviews highlight their efficiency, on-time delivery, and responsive communication, with over 90% mentioning their high-quality work and value for cost. Clients appreciate their adaptability and comprehensive project management, with 80% noting impressive teamwork and problem-solving capabilities.
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UndisclosedUndisclosed2 - 9Overland Park, KS
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Smart Factory IO is a cloud consulting & SI company. Launched in 2017, the team provides cloud consulting & SI and IT staff augmentation.
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UndisclosedUndisclosed2 - 9Scarborough, ME
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Dignitas Solutions Inc is a cloud consulting & SI company established in 2017. The small team provides cloud consulting & SI and IT staff augmentation.
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$25,000+$50 - $99 / hr50 - 249New York, NY
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See all 35 projectsViha Digital Commerce is a web development company specializing in eCommerce solutions, with services including Shopify redesigns, Magento upgrades, and custom integrations. Feedback from reviews is overwhelmingly positive, with 100% noting timely delivery and professionalism. Clients frequently commend their cost-effective solutions, comprehensive service offerings, and exceptional communication, with 87% highlighting these attributes specifically.
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UndisclosedUndisclosed2 - 9Minneapolis, MN
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Midland Digital Solutions is a big data company. They specialize in BI & big data consulting & SI and Custom Software Development and were founded in 2010.
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$50,000+$100 - $149 / hr50 - 249Wilmington, DE
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Office Samurai, an AI firm, was launched in 2018. The company focuses on Artificial Intelligence and Robotics Process Automation.
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$5,000+$25 - $49 / hr50 - 249Salt Lake City, UT
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See all 28 projectsJellyfish Technologies is a versatile software development company specializing in web and mobile app development, UI/UX design, and API integration services. They have consistently received positive feedback for their project management, technical expertise, and responsive communication. Approximately 90% of reviewers highlighted their dedication to quality and customer satisfaction, noting their ability to deliver on time and adapt to evolving project needs.
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$25,000+$150 - $199 / hr10 - 49Irving, TX
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Applied Data Science Partners, an artificial intelligence firm, provide Artificial Intelligence and AI Consulting. They were launched in 2016.
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$1,000+$25 - $49 / hr10 - 49Sheridan, WY
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Small AI company InsightHub Tech, is located in Islamabad, Pakistan and Sheridan, Wyoming. Their services include Artificial Intelligence and Custom Software Development.
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$10,000+$25 - $49 / hr50 - 249New York, NY
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Naztech Inc, a custom software development firm, was founded in 2014. The agency focuses on Custom Software Development and Mobile App Development.
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UndisclosedUndisclosed250 - 999Farmers Branch, TX
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Zemoso Technologies is a Farmers Branch, Texas-based software development firm. The team specializes in Custom Software Development and Enterprise App Modernization.
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UndisclosedUndisclosed50 - 249Irving, TX
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Founded in 2010, Purview is a cloud consulting & SI company. The company focuses on cloud consulting & SI and Mobile App Development, and is midsize.
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UndisclosedUndisclosed50 - 249San Francisco, CA
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BuzzBoard is a CRM consulting and SI company. The team is in San Francisco, California and Lyndhurst, New Jersey, and their services include CRM consulting and SI and Sales Outsourcing.
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$10,000+$25 - $49 / hr250 - 999New Hyde Park, NY
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See all 1 projectsYour Trusted Partner for Mobile App & Software Development At Staqo, we help businesses like yours go digital the right way — with powerful apps and software that are simple to use,
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Best Chatbot Companies in the US
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$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% AI Development40% Chatbots & Conversational AI20% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% AI Development30% Chatbots & Conversational AI70% Other -
$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
38.5/40.018.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
70% AI Development45% Chatbots & Conversational AI30% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
25% AI Development30% Chatbots & Conversational AI75% Other -
$25,000+$50 - $99 / hr250 - 999Miami, FL
Ability to deliver
39.2/40.019.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
15% AI Development40% Chatbots & Conversational AI85% Other -
$25,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
37.6/40.018/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
30% AI Development35% Chatbots & Conversational AI70% Other -
$50,000+$50 - $99 / hr1,000 - 9,999San Francisco, CA
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
10% AI Development25% Chatbots & Conversational AI90% Other -
$10,000+$25 - $49 / hr250 - 999New York, NY
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
16% AI Development30% Chatbots & Conversational AI84% Other -
$10,000+$150 - $199 / hr10 - 49Lewisville, TX
Ability to deliver
39.1/40.019.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
10% AI Development100% Chatbots & Conversational AI90% Other -
$10,000+Undisclosed250 - 999Sunny Isles Beach, FL
Ability to deliver
35/40.016.4/20 Reviews8.9/10 Clients & Experience9.6/10 Market PresenceService focus
50% AI Development50% Chatbots & Conversational AI50% Other -
$10,000+$100 - $149 / hr10 - 49Sacramento, CA
Ability to deliver
39.1/40.019.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
10% AI Development100% Chatbots & Conversational AI90% Other -
$10,000+$100 - $149 / hr50 - 249Chicago, IL
Ability to deliver
36.5/40.017.8/20 Reviews9.6/10 Clients & Experience9.2/10 Market PresenceService focus
30% AI Development70% Chatbots & Conversational AI70% Other -
$50,000+$150 - $199 / hr10 - 49Austin, TX
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
10% AI Development70% Chatbots & Conversational AI90% Other -
$25,000+$50 - $99 / hr250 - 999Atlanta, GA
Ability to deliver
37.5/40.017.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
90% AI Development25% Chatbots & Conversational AI10% Other -
$5,000+$50 - $99 / hr10 - 49San Diego, CA
Ability to deliver
38.5/40.019.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% AI Development30% Chatbots & Conversational AI30% Other -
$10,000+$25 - $49 / hr1,000 - 9,999Southborough, MA
Ability to deliver
36.8/40.016.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
20% AI Development25% Chatbots & Conversational AI80% Other -
$75,000+$150 - $199 / hr50 - 249Frederick, MD
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% AI Development20% Chatbots & Conversational AI60% Other -
$5,000+$50 - $99 / hr10 - 49Houston, TX
Ability to deliver
36.5/40.017.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
30% AI Development80% Chatbots & Conversational AI70% Other -
$25,000+$25 - $49 / hr50 - 249Newark, DE
Ability to deliver
39.6/40.019.6/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
20% AI Development40% Chatbots & Conversational AI80% Other -
$25,000+$100 - $149 / hr50 - 249Irvine, CA
Ability to deliver
38.4/40.019.6/20 Reviews9.9/10 Clients & Experience8.9/10 Market PresenceService focus
10% AI Development60% Chatbots & Conversational AI90% Other -
$10,000+$25 - $49 / hr250 - 999Orlando, FL
Ability to deliver
35.8/40.016.2/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
60% AI Development30% Chatbots & Conversational AI40% Other -
$50,000+$100 - $149 / hr1,000 - 9,999San Francisco, CA
Ability to deliver
38.3/40.018.4/20 Reviews9.9/10 Clients & Experience10/10 Market PresenceService focus
15% AI Development20% Chatbots & Conversational AI85% Other -
$25,000+$50 - $99 / hr250 - 999Aventura, FL
Ability to deliver
38.5/40.019/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
15% AI Development30% Chatbots & Conversational AI85% Other -
$10,000+$150 - $199 / hr10 - 49Webster Groves, MO
Ability to deliver
39.3/40.020/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
35% AI Development35% Chatbots & Conversational AI65% Other -
$50,000+$50 - $99 / hr10 - 49Langhorne, PA
Ability to deliver
36/40.017.8/20 Reviews10/10 Clients & Experience8.2/10 Market PresenceService focus
30% AI Development80% Chatbots & Conversational AI70% Other -
$10,000+$25 - $49 / hr50 - 249Parsippany-Troy Hills, NJ
Ability to deliver
37.5/40.018.4/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
35% AI Development40% Chatbots & Conversational AI65% Other -
$25,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.1/40.019.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
34% AI Development25% Chatbots & Conversational AI66% Other -
$75,000+$50 - $99 / hr50 - 249Marlborough, MA
Ability to deliver
38.9/40.020/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
60% AI Development10% Chatbots & Conversational AI40% Other -
$10,000+$50 - $99 / hr50 - 249Sheridan, WY
Ability to deliver
37.3/40.019/20 Reviews10/10 Clients & Experience8.3/10 Market PresenceService focus
35% AI Development40% Chatbots & Conversational AI65% Other -
$25,000+$100 - $149 / hr50 - 249Chicago, IL
Ability to deliver
38.3/40.018.8/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% AI Development20% Chatbots & Conversational AI55% Other
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U.S. Chatbot Services FAQs
- Financial services and fintech – IDV/KYC flows, balance queries, policy Q&A, secure handoffs
- Healthcare and life sciences – symptom triage, care navigation, member services, HIPAA-enabled workflows
- Retail and e-commerce – guided shopping, order status, returns, and promotions
- SaaS and enterprise software – in-product assistants, onboarding, and knowledge base automation
- Travel and hospitality – itinerary updates, rebooking, loyalty, and multilingual support
- Public sector and education – citizen services, campus help desks, and admissions Q&A
Many firms also build internal enablement bots for HR and IT, and customer support chatbots that deflect tickets while maintaining CSAT.
- Deep ecosystem access — U.S. teams are close to leading LLM and cloud providers, accelerators, and research universities, which speeds up prototyping and integration with tools you already use.
- Enterprise readiness – Many U.S. chatbot providers have proven experience with SOC 2, HIPAA, PCI, and rigorous security reviews common at Fortune 1000 companies.
- Industry specialization – From Wall Street fintech and healthcare in Boston to retail and media in New York and Los Angeles, you’ll find partners who know your compliance, workflows, and KPIs.
- Time zone alignment and support SLAs – For U.S.-based operations, real-time collaboration and on-call support are easier to secure.
Pricing varies by scope, stack, and compliance needs, but typical U.S. ranges are:
- Discovery and strategy: $10,000 – $40,000 for user journeys, intent modeling, and data-readiness audits
- MVP/prototype: $30,000 – $80,000
- Production chatbot: $80,000 – $250,000+
- Enterprise chatbot services): $150,000 – $500,000+
- Hourly rates: $100 – $225+ for senior AI/ML architects; $80 – $160 for software engineers and conversation designers
- Ongoing optimization and support: $5,000 – $25,000 per month for monitoring, tuning, analytics, and model updates
Costs increase with requirements like HIPAA, multi-language support, advanced retrieval-augmented generation (RAG), or custom NLU.
Prioritize assessing firms by filtering them through their use case, stack, and risk posture:
- Technical approach – Ask about NLU/LLM choices and why they suit your domain.
- Data and safety – Look for robust red-teaming, prompt injection defenses, PII handling, and content moderation. Confirm SOC 2/ISO posture, HIPAA, and encryption standards.
- Integration depth – Validate experience with your CRM, CX, and data stack.
- Measurement plan – Require clear KPIs and analytics for ongoing tuning.
- Conversation design – Review their intent modeling, error recovery, multilingual strategy, and human-in-the-loop handoffs.
- References and pilots – Ask for U.S.-based case studies and consider a timeboxed pilot with exit criteria.
Shortlist partners on Clutch using filters for budget, location, tech stack, and verified reviews to ensure alignment with your requirements.
- One-size-fits-all promises – Claims that a single model or template can solve every workflow without discovery or data assessment
- Vague safety posture – No clear plan for PII handling, audit trails, jailbreak defenses, or compliance documentation
- “Set-and-forget” mindset – No roadmap for training, evaluation, analytics, and continuous improvement
- Limited integration expertise – Little experience connecting to your systems of record or telephony/IVR
- No human fallback – Lack of escalation paths to agents or field reps
- Guaranteed outcomes – Overpromising “100% automation,” “zero tickets,” or fixed ROI without baselines and measurement plans
Avoiding these red flags early is key to your project’s success. Do your best to spot and address these warning signs right away.