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
15 Leaders 15 Contenders
2,348 Companies
Best Chatbot Companies in the US
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Featured
What are Featured Providers?
$1,000+$100 - $149 / hr2 - 9Serves United StatesServices provided
40% AI Development40% Custom Software Development10% API Development +110% Cloud Consulting & SIFocus Areas
35% Chatbots & Conversational AI20% Computer Vision10% AI Recommendation Systems +510% Cognitive Computing10% Machine Learning5% Natural Language Processing5% Robotics5% Voice and Speech RecognitionSee all 24 projectsdeltAlyz Corp. is a versatile technology solutions company specializing in app development, data analytics, AI tools, and digital process automation. The company consistently receives high praise for its effective communication, timely delivery, and strong technical expertise, with 100% of reviewers highlighting their responsiveness and problem-solving skills. Clients repeatedly commend deltAlyz Corp. for their personable and knowledgeable approach, making them a reliable partner for diverse tech projects.
Reviews mention Efficient
deltAlyz Corp. received positive feedback for its efficiency in project management and communication. Clients noted that interactions with the team, particularly with the CEO, were quick and supportive. One reviewer highlighted that issues during the development phase were addressed promptly, and changes to initial requests were incorporated seamlessly. Overall, the sentiment reflects a high level of satisfaction with the efficiency and responsiveness of deltAlyz Corp.'s services.-
AI Chatbot Development for Disability Inclusion Nonprofit
5.0 Jul 22, 2025The interaction with Rabi (CEO) was quick, supportive, and efficient. Any issues we discovered through the building phase were quickly handled. Changes to our original request were also incorporated easily.
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1 of 1 Chatbots & Conversational AI reviews is 5 starsUnknown avg. project costChatbots & Conversational AI Experience
deltAlyz Corp. receives highly positive feedback for their work in Chatbots & Conversational AI, with clients praising their responsiveness and project management efficiency. One client noted the development of an AI chatbot that improved user access while reducing inquiries. Feedback highlights the expertise of deltAlyz Corp. in creating tailored solutions, with no reported areas for improvement. Overall, client sentiment reflects satisfaction with 100% positive remarks on their effectiveness.
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Industry Experience
deltAlyz Corp. has demonstrated significant expertise across various industries, notably in Medical, Information Technology, Energy & Natural Resources, and Manufacturing. Clients commend them for their excellent project management, responsiveness, and ability to deliver custom solutions that enhance operational efficiency. Overall sentiment is highly positive, with clients noting their strong communication skills and technical proficiency, making deltAlyz Corp. a suitable partner for organizations seeking innovative data integration and analytics solutions.
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Medical Manufacturing Nonprofit eCommerce Consumer Products Healthcare Energy & natural resources Government Other Industry Wellness & Fitness Transportation Information technology Other industriesWas this helpful?
More responsive than most other service providers
Get in TouchdeltAlyz Corp. is very responsive
They are a great candidate to start a conversation with. Send them a short message or project inquiry.Was this helpful?
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$1,000+$100 - $149 / hr2 - 9Tavares, FL
Services provided
35% Custom Software Development25% AI Development20% Web Development +210% CRM Consulting and SI10% Cloud Consulting & SIFocus Areas
20% Chatbots & Conversational AI40% Voice and Speech Recognition30% Natural Language Processing +110% Machine LearningAI Prodigy, a software development company, was launched in 2024. The team specializes in Custom Software Development and Artificial Intelligence.
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$10,000+$150 - $199 / hr2 - 9Clearwater, FL
Services provided
50% BI & Big Data Consulting & SI20% AI Consulting10% AI Development +210% Cloud Consulting & SI10% Generative AIFocus Areas
60% Chatbots & Conversational AI40% AI Recommendation SystemsData analytics company DAQ Consulting was founded in 2025. The small team offers BI & big data consulting & SI and AI Consulting.
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Undisclosed$100 - $149 / hr10 - 49Clackamas, OR
Services provided
40% IT Managed Services25% Cybersecurity15% AI Consulting +210% Cloud Consulting & SI10% IT Strategy ConsultingFocus Areas
60% Chatbots & Conversational AI40% Natural Language ProcessingIT managed services company SpireTech is in Clackamas, Oregon and Portland, Oregon. They offer IT managed services and Cybersecurity and were established in 1993.
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$50,000+$150 - $199 / hr10 - 49Seattle, WA
Services provided
15% AI Development15% AR/VR Development15% Generative AI +610% Custom Software Development10% IoT Development10% Low/No Code Development10% UX/UI Design10% Web Design5% AI ConsultingFocus Areas
50% Chatbots & Conversational AI30% Natural Language Processing20% Machine LearningFounded in 2021, Chaos Theory Studios, LLC is an user experience agency. Their team provides UX/UI Design and Custom Software Development.
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$1,000+$25 - $49 / hr250 - 999San Mateo, CA
Services provided
30% Custom Software Development30% ERP Consulting and SI20% AI Development +210% E-Commerce Development10% Mobile App DevelopmentFocus Areas
20% Chatbots & Conversational AI40% Machine Learning30% Computer Vision +110% Voice and Speech RecognitionERP consulting and SI company Folio3 Agtech was established in 2005. The agency specializes in ERP consulting and SI and Custom Software Development.
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$75,000+$25 - $49 / hr50 - 249Plainfield, IL
Services provided
30% Web Development20% Custom Software Development20% Mobile App Development +310% AI Development10% IT Staff Augmentation10% Web DesignFocus Areas
25% Chatbots & Conversational AI25% AI Recommendation Systems20% Natural Language Processing +220% Voice and Speech Recognition10% Computer VisionSee all 4 projectsIT Extension is a versatile IT services company specializing in web and mobile application development and enhancement. The company consistently receives positive feedback, with clients praising their professionalism, strong attention to detail, and ability to meet expectations. Approximately 100% of reviewers highlight their excellent communication and project management skills, with no areas for improvement noted.
Reviews mention Communicative
IT Extension has received highly positive feedback regarding its communication. Clients have praised the company's extraordinary communication skills, noting that everything was delivered on time and that there was strong attention to detail. One client specifically highlighted the amazing communication and the team's dedication to meeting expectations, resulting in a high level of personal satisfaction with the project outcomes. Overall, the sentiment reflects a strong appreciation for IT Extension's communicative approach.-
Website Enhancement & Redesign for Wealth Management Firm
5.0 Sep 28, 2026The team was extraordinary! Everything was delivered on time. Communication was amazing, and lastly strong attention to detail!
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2 of 2 reviews are 5 starsUnknown avg. project costRead 2 Recent ReviewsReviewed 2 times in the past 6 months
IT Extension has received positive feedback over the last six months, highlighting their flexibility and professionalism in project management. Clients praised their ability to adapt to changing requirements and deliver high-quality work on time. One CEO noted their successful takeover of a lengthy project, resulting in positive user feedback and effective communication. Another client emphasized IT Extension's strong attention to detail and overall satisfaction with web enhancement services, indicating that their expectations were not only met but exceeded.Was this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
IT Extension is perceived as offering excellent value for money, with clients highlighting their competitive pricing and high-quality service. One CEO noted choosing IT Extension due to their good value for cost, while another emphasized that their pricing fit within budget constraints. Clients consistently express satisfaction with the outcomes, citing timely deliveries and professional results, which further reinforce the sentiment of value associated with IT Extension's services.Was this helpful?
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This provider is fluent in 1 language:
- English
This provider is available in 5 time zones:
- Greenwich Mean Time (GMT)
- Central Standard Time (CST)
- Eastern Standard Time (EST)
- Pacific Standard Time (PST)
- Mountain Standard Time (MST)
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$25,000+Undisclosed10 - 49Chicago, IL
Services provided
27% Generative AI25% Custom Software Development12% IT Strategy Consulting +88% AI Consulting5% AI Development5% Business Consulting5% Digital Engineering5% Mobile App Development5% Web Development2% Robotics Process Automation1% E-Commerce DevelopmentFocus Areas
50% Chatbots & Conversational AI30% Machine Learning10% AI Recommendation Systems +110% Natural Language ProcessingCaptios Partners is a Generative AI company launched in 2023. Their services include Generative AI and Custom Software Development.
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$10,000+$200 - $300 / hr2 - 9Boston, MA
Services provided
45% Generative AI40% AI Consulting15% AI AgentsFocus Areas
35% Chatbots & Conversational AI25% Machine Learning25% Natural Language Processing +115% AI Recommendation SystemsGourmand AI Labs, a small Generative AI company, is based in Boston, Massachusetts. The team offers Generative AI and AI Consulting.
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$1,000+$100 - $149 / hr10 - 49Phoenix, AZ
Services provided
30% AI Consulting30% AI Development20% Demand Generation Marketing +120% Sales OutsourcingFocus Areas
30% Chatbots & Conversational AI20% Cognitive Computing20% Natural Language Processing +415% Machine Learning5% AI Recommendation Systems5% Computer Vision5% Voice and Speech RecognitionIn Phoenix, Arizona, Dmarius AI is an artificial intelligence firm. The team provides Artificial Intelligence and AI Consulting.
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UndisclosedUndisclosed50 - 249Costa Mesa, CA
Services provided
100% AI DevelopmentFocus Areas
10% Chatbots & Conversational AI100% Machine Learning40% Natural Language ProcessingVeritone is a Costa Mesa, California-based AI development company. They offer Artificial Intelligence and AI Consulting.
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$5,000+$25 - $49 / hr50 - 249Aldie, VA
Services provided
30% BI & Big Data Consulting & SI25% AI Development20% Generative AI +215% Cloud Consulting & SI10% Application Management & SupportFocus Areas
20% Chatbots & Conversational AI40% Machine Learning20% Cognitive Computing +120% Natural Language ProcessingGeakMinds is an Aldie, Virginia-based big data company. They specialize in BI & big data consulting & SI and Artificial Intelligence.
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$10,000+$25 - $49 / hr50 - 249Cumming, GA
Services provided
20% AI Consulting20% Generative AI20% IT Managed Services +220% IT Staff Augmentation20% IT Strategy ConsultingFocus Areas
35% Chatbots & Conversational AI20% Cognitive Computing20% Machine Learning +215% Natural Language Processing10% Voice and Speech RecognitionMidsize IT strategy consulting company Kyros Software Solutions, is located in Cumming, Georgia. The team provides IT strategy consulting and IT managed services.
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$10,000+Undisclosed2 - 9Beaverton, OR
Services provided
45% AI Consulting45% Corporate Training & Coaching10% Generative AIFocus Areas
40% Chatbots & Conversational AI60% Natural Language ProcessingGravi AI is a Corporate Training & Coaching company launched in 2025. The firm focuses on Corporate Training & Coaching and AI Consulting.
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$10,000+$100 - $149 / hr1,000 - 9,999Atlanta, GA
Services provided
40% BI & Big Data Consulting & SI20% Marketing Strategy10% AI Consulting +310% Application Management & Support10% HR Consulting10% IT Managed ServicesFocus Areas
20% Chatbots & Conversational AI40% Machine Learning20% Cognitive Computing +120% Natural Language ProcessingNorth Highland, a big data company, is headquartered in Atlanta, Georgia and Denver, Colorado. Their services include BI & big data consulting & SI and Marketing Strategy.
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$1,000+< $25 / hr250 - 999Emeryville, CA
Services provided
70% Application Testing10% AI Development5% AI Agents +35% AI Consulting5% DevOps Managed Services5% Robotics Process AutomationFocus Areas
25% Chatbots & Conversational AI25% Machine Learning15% Robotics +510% AI Recommendation Systems10% Natural Language Processing5% Cognitive Computing5% Computer Vision5% Voice and Speech RecognitionSee all 13 projectsBugRaptors is a quality assurance and software testing company offering services such as app validation, load and performance testing, security assessments, and software audit services. Reviews highlight their meticulous attention to detail, strong project management, and effective communication. They are praised for their technical expertise, with 100% of reviewers noting their ability to identify and rectify critical issues, ensuring high-quality outcomes.
1 of 1 reviews is 5 starsLess than $10,000 avg. project costRead 1 Recent ReviewReviewed 1 time in the past 6 months
BugRaptors has received positive feedback for their thorough app validation services, particularly in identifying and documenting bugs effectively. A client highlighted a reduction in bug rates from 5–10 per day to 1–2, showcasing significant improvement. The team's strong communication and project management, including timely updates and collaboration with developers, were praised. Overall, clients appreciate BugRaptors' value for cost and quality, although some challenges arose from internal tool access limitations.Was this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
BugRaptors is consistently recognized for offering good value for money, with clients noting that their pricing fits within budget constraints while delivering high-quality services. For instance, a QA coordinator from Microids highlighted that BugRaptors' pricing aligned with their limited QA budget and provided excellent value. Similarly, another client from Optivent Group emphasized that they selected BugRaptors for their cost-effective solutions. Overall, the sentiment surrounding BugRaptors' pricing and value is positive, with many clients appreciating the balance between cost and service quality.Was this helpful?
More responsive than most other service providers
Get in TouchBugRaptors is very responsive
They are a great candidate to start a conversation with. Send them a short message or project inquiry.Was this helpful?
See All Locations (5)Emeryville, CA
5858 Horton Street
Emeryville, CA 94608101 - 150
+1 (510) 371-9104
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$10,000+$100 - $149 / hr50 - 249Houston, TX
Services provided
25% AI Development20% Custom Software Development15% AI Agents +315% Generative AI15% Mobile App Development10% IT Staff AugmentationFocus Areas
30% Chatbots & Conversational AI15% Machine Learning15% Natural Language Processing +410% AI Recommendation Systems10% Cognitive Computing10% Computer Vision10% Voice and Speech RecognitionSee all 6 projectsPendoah is a technology solutions company specializing in custom software development, AI solutions, and IT consulting services. The overall feedback from clients is highly positive, with approximately 100% of reviewers praising their clear communication, timely delivery, and tailored solutions. Clients often highlight the company's responsiveness and ability to translate complex needs into practical applications, with 83% mentioning the alignment of Pendoah's values with their own.
4 of 4 reviews are 5 stars$10,000 – $49,000 avg. project costRead 4 Recent ReviewsReviewed 4 times in the past 6 months
Pendoah has received positive feedback in recent reviews, highlighting their effective communication, responsiveness, and ability to deliver tailored solutions. Clients noted their expertise in mobile app development, CRM implementation, and AI strategy consulting, with one client commending Pendoah for simplifying complex requirements. Overall, the sentiment is highly favorable, with clients appreciating the structured project management and timely delivery of key milestones, while suggesting minor improvements in documentation and feedback opportunities.Was this helpful?
Industry Experience
Pendoah has demonstrated its expertise across various industries including Information Technology, Advertising & Marketing, Construction, and Home Services. Clients commend Pendoah for their responsive communication, project management skills, and ability to deliver tailored solutions, such as custom CRM systems, AI strategies, and mobile applications. The overall sentiment is highly positive, particularly in the IT and Construction sectors, where their technical proficiency and adherence to timelines have significantly impacted project success.
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Information technology Construction Advertising & marketingWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Pendoah is frequently praised for its competitive pricing and strong value for money, with clients highlighting that the company's costs fit within their budgets. For example, one client noted Pendoah's 'great culture fit' and 'good value for cost,' while another mentioned that all deliverables were provided on time and within budget. Overall, the sentiment towards Pendoah's pricing is positive, emphasizing their ability to deliver high-quality results aligned with client expectations.Was this helpful?
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$5,000+$150 - $199 / hr10 - 49San Jose, CA
Services provided
20% Custom Software Development15% AI Development15% Cybersecurity +510% AI Agents10% Cloud Consulting & SI10% Enterprise App Modernization10% Generative AI10% UX/UI DesignFocus Areas
20% Chatbots & Conversational AI20% AI Recommendation Systems20% Natural Language Processing +415% Cognitive Computing15% Machine Learning5% Computer Vision5% Voice and Speech RecognitionA-CX is a software development company. Based in San Jose, California and Vancouver, Canada, their team focuses on Custom Software Development and Artificial Intelligence.
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$10,000+$300+ / hr50 - 249Sarasota, FL
Services provided
60% AI Consulting40% Business ConsultingFocus Areas
20% Chatbots & Conversational AI20% AI Recommendation Systems20% Computer Vision +220% Machine Learning20% Natural Language ProcessingStrata52, an AI Consulting company, is located in Sarasota, Florida. They offer AI Consulting and Business Consulting and were launched in 2022.
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UndisclosedUndisclosed250 - 999Reston, VA
Services provided
80% Document Digitization & Management20% AI DevelopmentFocus Areas
20% Chatbots & Conversational AI50% Machine Learning30% Natural Language ProcessingRegula, a Document Digitization & Management company, was launched in 1992. The team specializes in Document Digitization & Management and Artificial Intelligence.
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UndisclosedUndisclosed50 - 249Merritt Island, FL
Services provided
50% AI Consulting35% Business Consulting15% AI DevelopmentFocus Areas
20% Chatbots & Conversational AI40% AI Recommendation Systems25% Machine Learning +115% Cognitive ComputingAI Consulting company ALMA LLC is based in Merritt Island, Florida. Their services include AI Consulting and Business Consulting.
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$25,000+$100 - $149 / hr10 - 49New York, NY
Services provided
50% Mobile App Development40% AI Development10% UX/UI DesignFocus Areas
15% Chatbots & Conversational AI40% Machine Learning20% Cognitive Computing +215% Natural Language Processing10% RoboticsSoupToNuts Apps, an app development company, offers Mobile App Development and Artificial Intelligence. The agency is based in Los Angeles, California and New York, New York.
Read moreSee All Locations (2)New York, NY
575 Broadway (at Prince) 6th Floor
New York, NY 100122 - 5
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$5,000+< $25 / hr10 - 49San Jose, CA
Services provided
25% Mobile App Development25% Web Development20% Digital Strategy +215% AI Development15% Search Engine OptimizationFocus Areas
20% Chatbots & Conversational AI20% Cognitive Computing20% Machine Learning +220% Natural Language Processing20% RoboticsAppCode Technologies is a website development firm in Faridabad, India and San Jose, California. Founded in 2016, the team focuses on Web Development and Mobile App Development.
Read moreSee All Locations (3)San Jose, CA
5434 Castle Manor Dr, San Jose, California - 95129, USA
San Jose, CA 9512921 - 30
+1-213-814-3222
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$5,000+$150 - $199 / hr2 - 9Sheridan, WY
Services provided
65% AI Development20% BI & Big Data Consulting & SI15% IT Strategy ConsultingFocus Areas
20% Chatbots & Conversational AI40% Machine Learning30% Natural Language Processing +110% Cognitive ComputingAI development company ActiveWizards offers Artificial Intelligence and BI & big data consulting & SI. They were founded in 2010.
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UndisclosedUndisclosed250 - 999Chicago, IL
Services provided
20% AI Consulting20% Cloud Consulting & SI20% Cybersecurity +220% IT Managed Services20% IT Strategy ConsultingFocus Areas
20% Chatbots & Conversational AI20% Cognitive Computing20% Computer Vision +220% Machine Learning20% Natural Language ProcessingNetrix LLC, an IT strategy consulting company, was launched in 1989. The team provides IT strategy consulting and cloud consulting & SI and is located in Chicago, Illinois.
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$1,000+$25 - $49 / hr10 - 49Tallahassee, FL
Services provided
20% Social Media Marketing15% AI Agents15% AI Consulting +415% AI Development15% Web Design10% Back Office Outsourcing10% BrandingFocus Areas
50% Chatbots & Conversational AI50% AI Recommendation SystemsApini Virtual is a social media marketing firm. The Tallahassee, Florida-based team specializes in Social Media Marketing and Web Design.
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$1,000+Undisclosed10 - 49Palo Alto, CA
Services provided
25% BI & Big Data Consulting & SI20% AI Consulting10% Business Consulting +510% Cloud Consulting & SI10% Data Annotation Services10% Generative AI10% IT Managed Services5% Content Moderation ServicesFocus Areas
50% Chatbots & Conversational AI50% Machine LearningDataplatr is a big data company. They are located in Palo Alto, California and have small team of experts. Their services include BI & big data consulting & SI and AI Consulting.
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$25,000+$25 - $49 / hr10 - 49Fort Lauderdale, FL
Services provided
45% Custom Software Development20% Enterprise App Modernization15% AI Development +210% IT Strategy Consulting10% Web DevelopmentFocus Areas
10% Chatbots & Conversational AI50% Voice and Speech Recognition30% AI Recommendation Systems +110% Machine LearningSee all 6 projectsProtos Technology LLC is a versatile technology solutions provider specializing in web development, mobile applications, and digital marketing integration. Across all reviews, clients consistently praised their commitment to understanding client needs, delivering on promises, and fostering strong communication, with 100% positive feedback on their project execution and customer service. Notably, about 40% of reviewers highlighted the company's cultural alignment and proactive solution offering as key strengths.
Reviews mention Well-organized projects
Clients have consistently praised Protos Technology for their well-organized project management. One client highlighted the team's flexibility and responsiveness, noting they demonstrated progress throughout the project and welcomed feedback for changes. Another emphasized their thoroughness, stating that Protos Technology delivered a website that exceeded expectations, integrating features like Google Analytics seamlessly. Overall, the sentiment reflects a high level of satisfaction with Protos Technology's structured approach and effective communication.-
Web Design & Dev & Logo Design for Insurance Broker
5.0 Jun 29, 2023The team showed me the site’s progress as they went, and I sent them information. Whenever I gave them more material, they added it to the website without issue and were open to making changes. I saw the completed website 2–3 times and asked for changes, and Protos Technology was always open to those requests.
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Industry Experience
Protos Technology has demonstrated expertise across various industries, including Food & Beverages, Financial Services, IT Services, and Construction. Clients commend their strong project management, responsiveness, and commitment to delivering quality. In the Food & Beverages sector, they optimized customer purchasing experiences, while in Financial Services, they enhanced brand visibility and led to significant time savings. Their IT Services work exemplifies innovative app development, and in Construction, they effectively aided customer acquisition through website development. Overall, sentiment is highly positive, indicating a strong fit for clients in these sectors.
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Food & Beverages Financial services IT Services ConstructionWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Clients have expressed positive sentiments regarding Protos Technology LLC's cost and value for money. One client noted that their pricing fit within budget while providing 'great value for cost.' Another client highlighted the flexibility in payment terms, emphasizing the company's understanding during financial constraints. Overall, feedback indicates satisfaction with the quality of deliverables relative to investment, with several clients planning future engagements based on their positive experiences.Was this helpful?
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UndisclosedUndisclosed10 - 49San Francisco, CA
Services provided
20% AI Agents20% AI Consulting20% AI Development +220% Generative AI20% IT Managed ServicesFocus Areas
20% Chatbots & Conversational AI20% Cognitive Computing20% Machine Learning +220% Natural Language Processing20% RoboticsBeFreed is an IT managed services company. The agency is located in San Francisco, California. Their team focuses on IT managed services and Artificial Intelligence.
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$25,000+$25 - $49 / hr1,000 - 9,999Plano, TX
Services provided
45% Custom Software Development20% Mobile App Development15% AI Development +210% BI & Big Data Consulting & SI10% Low/No Code DevelopmentFocus Areas
20% Chatbots & Conversational AI40% Machine Learning40% Natural Language ProcessingSee all 54 projectsKellton is an IT services and consulting firm specializing in custom software development, application development, and digital transformation initiatives. Across their reviews, clients consistently highlight their professionalism, timely delivery, and strong project management. Notably, around 85% of reviewers praised the quality of their resources and development expertise, although some suggested enhancements in communication and QA processes. Overall, Kellton is commended for its technical proficiency and client-centric approach.
Industry Experience
Kellton has demonstrated expertise across various industries, including banking, finance, education, and healthcare. Clients commend their professional approach, quality of deliverables, and ability to meet project timelines. In the banking sector, they provided valuable resources that significantly improved delivery efficiency. In education, their collaborative work led to a robust platform development. In healthcare, they effectively integrated complex systems, enhancing operational workflows. Overall, Kellton's adaptability and client-centric focus position them well in sectors requiring digital transformation and custom software solutions.
Read All ReviewsSelect Industry to see insights
Banks Other industries eCommerce Education Medical Financial services Utilities Arts, entertainment & music Advertising & marketing Government Manufacturing Legal Information technology Automotive Business servicesWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Client feedback on Kellton emphasizes a generally favorable perception of their cost-effectiveness and value for money. Multiple reviews highlight that Kellton's pricing aligns well with client budgets, often described as 'good value for cost.' For instance, one client noted they selected Kellton due to their 'pricing fit our budget' and 'high ratings.' Overall, clients appreciated the quality of work delivered on time and within budget, reinforcing the sentiment that Kellton provides significant value relative to their costs.Was this helpful?
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This provider is fluent in 6 languages:
- English
- Polish
- Dutch
- Spanish
- Hindi
- French
This provider is available in 7 time zones:
- Greenwich Mean Time (GMT)
- India Standard Time (IST)
- Central European Time (CET)
- Central Standard Time (CST)
- Eastern Standard Time (EST)
- Pacific Standard Time (PST)
- Mountain Standard Time (MST)
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$1,000+Undisclosed10 - 49Sunnyvale, CA
Services provided
60% Cybersecurity20% AI Development20% Corporate Training & CoachingFocus Areas
50% Chatbots & Conversational AI50% AI Recommendation SystemsLocated in Sunnyvale, California, Belkasoft is a Cybersecurity company. The team offers Cybersecurity and Artificial Intelligence.
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$10,000+$25 - $49 / hr250 - 999Long Beach, CA
Services provided
40% AR/VR Development25% AI Development10% AI Consulting +310% Blockchain10% Custom Software Development5% Mobile App DevelopmentFocus Areas
10% Chatbots & Conversational AI30% Machine Learning30% Natural Language Processing +220% Cognitive Computing10% RoboticsSee all 30 projectsQueppelin is a versatile technology company specializing in 3D modeling, mobile game development, VR simulation, WebAR experiences, and NFT projects. Reviews consistently highlight their professionalism, timely delivery, and effective communication, with 100% of reviewers praising their ability to understand project requirements and maintain high-quality standards. While some note higher pricing, the value delivered aligns with client expectations.
Industry Experience
Queppelin has proven expertise across various industries, including Business Services, Advertising & Marketing, Gaming, and Manufacturing. Clients commend their high-quality 3D modeling, timely delivery, and effective communication. The overall sentiment within Business Services is positive, highlighting their structured approach and ability to meet deadlines. In Gaming, their creative capabilities shine, while in Advertising, they're recognized for innovative AR solutions. Overall, Queppelin is well-suited for projects requiring advanced visual content and software development.
Read All ReviewsSelect Industry to see insights
Automotive Business services Advertising & marketing Research Software Social Networking Real estate Arts, entertainment & music Media Manufacturing Gaming IT Services Other Industry Hospitality & leisureWas this helpful?
Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Overall, Queppelin is perceived as offering good value for money, with several clients highlighting their competitive pricing and quality of work. One client noted, "Pricing fit our budget" and emphasized the "good value for cost." Another client mentioned, "They are not the least of the proposed costs, but once you start working, you can realize the return you get on investing with them." While a few reviews pointed out higher initial costs, the consensus reflects satisfaction with the quality and support received relative to the investment made.Was this helpful?
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See All Locations (5)Long Beach, CA
14 5th Pl, Long Beach
Long Beach, CA 908022 - 5
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$10,000+$50 - $99 / hr250 - 999Columbus, OH
Services provided
20% AI Development20% BI & Big Data Consulting & SI20% IT Staff Augmentation +415% Custom Software Development10% AR/VR Development10% Enterprise App Modernization5% BlockchainFocus Areas
25% Chatbots & Conversational AI25% Cognitive Computing25% Machine Learning +125% Natural Language ProcessingFounded in 2012, Devfi, Inc is a midsize data analytics company. Their services include BI & big data consulting & SI and IT staff augmentation.
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$5,000+$25 - $49 / hr250 - 999South Brunswick Township, NJ
Services provided
20% AI Development20% Cloud Consulting & SI20% DevOps Managed Services +220% Digital Engineering20% IT Strategy ConsultingFocus Areas
25% Chatbots & Conversational AI25% Natural Language Processing20% Machine Learning +220% Voice and Speech Recognition10% AI Recommendation SystemsAurotek corp is a midsize IT strategy consulting company. Founded in 2021, the team provides IT strategy consulting and cloud consulting & SI.
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Undisclosed$50 - $99 / hr2 - 9Slate Hill, NY
Services provided
15% Cybersecurity15% Web Development10% AI Development +910% Cloud Consulting & SI10% Custom Software Development10% Enterprise App Modernization5% AI Consulting5% Application Management & Support5% Corporate Training & Coaching5% E-Commerce Development5% Other Application Development5% Search Engine OptimizationFocus Areas
25% Chatbots & Conversational AI25% AI Recommendation Systems25% Machine Learning +125% Natural Language ProcessingGlobal Pioneers is a Cybersecurity company established in 2014. The firm provides Cybersecurity and Web Development, and is small.
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$5,000+$300+ / hr10 - 49Jacksonville, FL
Services provided
30% Business Consulting20% AI Consulting10% Branding +510% Conversion Optimization10% Pay Per Click10% Search Engine Optimization5% Advertising5% Social Media MarketingFocus Areas
50% Chatbots & Conversational AI30% Natural Language Processing20% Voice and Speech RecognitionZendral is a Business Consulting company launched in 2012. Their services include Business Consulting and AI Consulting.
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$25,000+$50 - $99 / hr2 - 9San Francisco, CA
Services provided
40% AI Development30% Generative AI15% AI Consulting +115% Custom Software DevelopmentFocus Areas
25% Chatbots & Conversational AI25% Cognitive Computing25% Machine Learning +125% Natural Language ProcessingEstablished in 2023, Radiant AI is an AI development company. Based in London, England and San Francisco, California, the team focuses on Artificial Intelligence and Generative AI.
Read moreSee All Locations (2)San Francisco, CA
Harrison St
San Francisco, CA CA941032 - 5
+447305156105
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UndisclosedUndisclosed2 - 9Chicago, IL
Services provided
35% AI Agents25% Generative AI20% AI Development +120% Mobile App DevelopmentFocus Areas
100% Chatbots & Conversational AICharmIQ is an AI Agents company. Headquartered in Chicago, Illinois, the team specializes in AI Agents and Generative AI.
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UndisclosedUndisclosed50 - 249West Des Moines, IA
Services provided
50% AI Development25% BI & Big Data Consulting & SI25% Cloud Consulting & SIFocus Areas
10% Chatbots & Conversational AI40% Natural Language Processing20% Cognitive Computing +220% Robotics10% Machine LearningZirous is an artificial intelligence company. Located in West Des Moines, Iowa, the agency was launched in 1986. Their team provides Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Lynnwood, WA
Services provided
25% AI Agents25% AI Consulting25% AI Development +125% Generative AIFocus Areas
20% Chatbots & Conversational AI20% AI Recommendation Systems10% Cognitive Computing +510% Computer Vision10% Machine Learning10% Natural Language Processing10% Robotics10% Voice and Speech RecognitionAI Computer is an AI firm. Founded in 2025, the team provides Artificial Intelligence and AI Consulting. The agency is based in Lynnwood, Washington and Seattle, Washington.
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UndisclosedUndisclosed10 - 49Langhorne, PA
Services provided
75% AI Development25% Custom Software DevelopmentFocus Areas
10% Chatbots & Conversational AI50% Cognitive Computing50% Machine Learning +220% Natural Language Processing10% RoboticsEnterra Solutions, LLC is a Langhorne, Pennsylvania-based artificial intelligence development company. Their services include Artificial Intelligence and Custom Software Development.
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$10,000+$50 - $99 / hr10 - 49Columbus, OH
Services provided
30% AI Development20% Mobile App Development20% UX/UI Design +220% Web Development10% Cloud Consulting & SIFocus Areas
20% Chatbots & Conversational AI20% Computer Vision20% Machine Learning +220% Natural Language Processing20% Voice and Speech RecognitionSee all 1 projectsInnolab AI is a global AI and custom software company helping B2B organizations accelerate growth through automation, data-driven insights, and enterprise-grade digital solutions. Founded in 2020,
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$25,000+$25 - $49 / hr50 - 249Richardson, TX
Services provided
25% Cloud Consulting & SI20% AI Consulting20% AI Development +410% AI Agents10% ERP Consulting and SI10% IT Managed Services5% Enterprise App ModernizationFocus Areas
25% Chatbots & Conversational AI20% Machine Learning15% Natural Language Processing +410% AI Recommendation Systems10% Cognitive Computing10% Computer Vision10% Voice and Speech RecognitionAptaCloud is a Richardson, Texas-based cloud consulting & SI company. They provide cloud consulting & SI and Artificial Intelligence.
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$25,000+$50 - $99 / hr50 - 249San Jose, CA
Services provided
30% AI Development10% AI Agents10% AI Consulting +610% Custom Software Development10% Generative AI10% Robotics Process Automation10% Web Development5% Cybersecurity5% Mobile App DevelopmentFocus Areas
5% Chatbots & Conversational AI25% Machine Learning20% AI Recommendation Systems +510% Cognitive Computing10% Computer Vision10% Natural Language Processing10% Robotics10% Voice and Speech RecognitionAI company Tech.us, Inc provides Artificial Intelligence and Custom Software Development. They are based in San Jose, California.
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UndisclosedUndisclosed2 - 9Raytown, MO
Services provided
30% AI Consulting30% Business Consulting20% AI Development +120% Corporate Training & CoachingFocus Areas
50% Chatbots & Conversational AI30% Voice and Speech Recognition20% Natural Language ProcessingSee all 1 projectsSharkitect Digital is an AI transformation consulting firm in Kansas City for owner-run businesses with 5 to 30 people and $1M to $10M in revenue. Ever bought a tool that never paid off? We work
Read more1 of 1 reviews is 5 starsUnknown avg. project costRead 1 Recent ReviewReviewed 1 time in the past 6 months
Sharkitect Digital has received positive feedback over the last six months, particularly for their ability to customize solutions that enhance operational efficiency. A client highlighted how Chris successfully automated various business processes, including a real-time quoting system and a VIN decoder. The client praised Sharkitect Digital for their professionalism, clear communication, and commitment to understanding specific needs. Overall, the experience has been very satisfactory, with no negative feedback noted.Was this helpful?
Industry Experience
Sharkitect Digital has demonstrated significant expertise in the automotive industry, particularly in business consulting and operational optimization. Clients have praised their ability to create custom solutions, such as automated quoting systems and VIN decoders, leading to improved efficiency and organization. Overall sentiment is highly positive, highlighting Sharkitect Digital's professionalism, tailored approach, and effective communication, making them a strong candidate for automotive businesses seeking operational improvements.
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Average Project Cost Breakdown
Read All ReviewsWhat Clients Have Said
Sharkitect Digital has received positive feedback regarding its cost-effectiveness and value for money. Clients have highlighted the company's ability to deliver tailored solutions that significantly improve operational efficiency, justifying the investment. One client specifically noted the 'good value for cost' and appreciated the custom tools developed to meet unique business needs. Overall, the sentiment reflects satisfaction with the financial investment relative to the quality of services rendered.Was this helpful?
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$5,000+$50 - $99 / hr2 - 9Fishers, IN
Services provided
50% AI Agents25% AI Consulting25% AI DevelopmentFocus Areas
50% Chatbots & Conversational AI20% AI Recommendation Systems20% Natural Language Processing +110% Machine LearningDapto.ai is an AI Agents company. They specialize in AI Agents and Artificial Intelligence and are located in Fishers, Indiana.
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$1,000+$200 - $300 / hr2 - 9Albuquerque, NM
Services provided
45% AI Consulting25% IT Strategy Consulting20% Business Consulting +110% AI DevelopmentFocus Areas
35% Chatbots & Conversational AI50% Natural Language Processing15% Machine LearningConefer, Inc. Is an AI Consulting company in Albuquerque, New Mexico. Launched in 2019, the team focuses on AI Consulting and IT strategy consulting.
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UndisclosedUndisclosed50 - 249Austin, TX
Services provided
100% AI DevelopmentFocus Areas
10% Chatbots & Conversational AI100% Machine Learning65% Natural Language ProcessingCerebri AI is an AI development company. The Austin, Texas-based agency was founded in 2016. Their services include Artificial Intelligence and AI Consulting.
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$25,000+$50 - $99 / hr2 - 9Davie, FL
Services provided
50% AI Consulting50% AI DevelopmentFocus Areas
20% Chatbots & Conversational AI20% AI Recommendation Systems20% Cognitive Computing +220% Natural Language Processing20% Voice and Speech RecognitionBoost Education, Inc is a big data analytics company. Located in Davie, Florida, their team focuses on BI & big data consulting & SI and Artificial Intelligence.
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$5,000+$25 - $49 / hr10 - 49GRYMR-DEVNDLE, KY
Services provided
38% BI & Big Data Consulting & SI22% AI Consulting20% AI Development +120% Generative AIFocus Areas
20% Chatbots & Conversational AI20% Cognitive Computing20% Machine Learning +220% Natural Language Processing20% RoboticsBusiness intelligence company Ubico Infosoft was established in 2018. The agency focuses on BI & big data consulting & SI and AI Consulting.
Read moreSee All Locations (2)GRYMR-DEVNDLE, KY
Highway 42
GRYMR-DEVNDLE, KY 4022216 - 20
+917290006770
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UndisclosedUndisclosed250 - 999Santa Clara, CA
Services provided
50% Content Moderation Services20% AI Development20% Application Testing +110% Robotics Process AutomationFocus Areas
100% Chatbots & Conversational AI25% Machine Learning25% Natural Language Processing +215% Cognitive Computing10% RoboticsTech Firefly is a Content Moderation Services company. The Santa Clara, California-based agency was launched in 2016. Their team offers Content Moderation Services and Artificial Intelligence.
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Best Chatbot Companies in the US
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$75,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
37.7/40.019.2/20 Reviews10/10 Clients & Experience8.5/10 Market PresenceService focus
70% AI Development30% Chatbots & Conversational AI30% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
35/40.020/20 Reviews10/10 Clients & Experience5/10 Market PresenceService focus
35% AI Development30% Chatbots & Conversational AI65% Other -
$25,000+$50 - $99 / hr50 - 249Hollywood, FL
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
20% AI Development30% Chatbots & Conversational AI80% Other -
$100,000+$100 - $149 / hr50 - 249Danvers, MA
Ability to deliver
34.6/40.019.8/20 Reviews10/10 Clients & Experience4.8/10 Market PresenceService focus
80% AI Development40% Chatbots & Conversational AI20% Other -
$50,000+$50 - $99 / hr1,000 - 9,999New York, NY
Ability to deliver
37.5/40.020/20 Reviews10/10 Clients & Experience7.5/10 Market PresenceService focus
20% AI Development10% Chatbots & Conversational AI80% Other -
$10,000+$200 - $300 / hr10 - 49Chicago, IL
Ability to deliver
33.9/40.017.4/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
30% AI Development100% Chatbots & Conversational AI70% Other -
$10,000+$100 - $149 / hr50 - 249Chicago, IL
Ability to deliver
33.2/40.017.6/20 Reviews10/10 Clients & Experience5.6/10 Market PresenceService focus
30% AI Development70% Chatbots & Conversational AI70% Other -
$10,000+$150 - $199 / hr10 - 49Lewisville, TX
Ability to deliver
35.2/40.018.8/20 Reviews10/10 Clients & Experience6.4/10 Market PresenceService focus
10% AI Development100% Chatbots & Conversational AI90% Other -
$50,000+$50 - $99 / hr1,000 - 9,999San Francisco, CA
Ability to deliver
35/40.020/20 Reviews10/10 Clients & Experience5/10 Market PresenceService focus
15% AI Development25% Chatbots & Conversational AI85% Other -
$25,000+$50 - $99 / hr250 - 999Miami, FL
Ability to deliver
34.3/40.020/20 Reviews10/10 Clients & Experience4.3/10 Market PresenceService focus
10% AI Development50% Chatbots & Conversational AI90% Other -
$50,000+$150 - $199 / hr10 - 49Austin, TX
Ability to deliver
36.1/40.019.8/20 Reviews10/10 Clients & Experience6.3/10 Market PresenceService focus
10% AI Development70% Chatbots & Conversational AI90% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
33.5/40.019.2/20 Reviews10/10 Clients & Experience4.3/10 Market PresenceService focus
30% AI Development30% Chatbots & Conversational AI70% Other -
$10,000+$100 - $149 / hr10 - 49Miami, FL
Ability to deliver
38.9/40.020/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
25% AI Development10% Chatbots & Conversational AI75% Other -
$75,000+$150 - $199 / hr50 - 249Frederick, MD
Ability to deliver
35.7/40.019.4/20 Reviews10/10 Clients & Experience6.3/10 Market PresenceService focus
40% AI Development20% Chatbots & Conversational AI60% Other -
$25,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
31.8/40.017.6/20 Reviews10/10 Clients & Experience4.2/10 Market PresenceService focus
30% AI Development35% Chatbots & Conversational AI70% Other -
$10,000+Undisclosed50 - 249San Francisco, CA
Ability to deliver
34.6/40.019/20 Reviews9.7/10 Clients & Experience5.9/10 Market PresenceService focus
30% AI Development40% Chatbots & Conversational AI70% Other -
UndisclosedUndisclosed10 - 49Los Angeles, CA
Ability to deliver
29.6/40.016.4/20 Reviews8.9/10 Clients & Experience4.3/10 Market PresenceService focus
100% AI Development100% Chatbots & Conversational AI -
$25,000+$100 - $149 / hr50 - 249Irvine, CA
Ability to deliver
34.6/40.018.4/20 Reviews9.9/10 Clients & Experience6.3/10 Market PresenceService focus
10% AI Development60% Chatbots & Conversational AI90% Other -
$50,000+$150 - $199 / hr250 - 999Los Angeles, CA
Ability to deliver
35.5/40.020/20 Reviews10/10 Clients & Experience5.5/10 Market PresenceService focus
25% AI Development15% Chatbots & Conversational AI75% Other -
$10,000+Undisclosed250 - 999Sunny Isles Beach, FL
Ability to deliver
29.4/40.016.2/20 Reviews8.9/10 Clients & Experience4.3/10 Market PresenceService focus
50% AI Development50% Chatbots & Conversational AI50% Other -
$10,000+$25 - $49 / hr50 - 249San Francisco, CA
Ability to deliver
34.3/40.019/20 Reviews10/10 Clients & Experience5.3/10 Market PresenceService focus
65% AI Development20% Chatbots & Conversational AI35% Other -
$25,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
35.3/40.019.8/20 Reviews10/10 Clients & Experience5.5/10 Market PresenceService focus
34% AI Development25% Chatbots & Conversational AI66% Other -
$10,000+$100 - $149 / hr10 - 49New York, NY
Ability to deliver
32.9/40.019/20 Reviews10/10 Clients & Experience3.9/10 Market PresenceService focus
60% AI Development40% Chatbots & Conversational AI40% Other -
$25,000+$50 - $99 / hr250 - 999Atlanta, GA
Ability to deliver
32.3/40.017/20 Reviews10/10 Clients & Experience5.3/10 Market PresenceService focus
90% AI Development25% Chatbots & Conversational AI10% Other -
$10,000+$50 - $99 / hr50 - 249San Francisco, CA
Ability to deliver
33.5/40.018.4/20 Reviews10/10 Clients & Experience5.1/10 Market PresenceService focus
100% AI Development25% Chatbots & Conversational AI -
$50,000+$100 - $149 / hr10,000+Charlottesville, VA
Ability to deliver
29.7/40.019.2/20 Reviews6/10 Clients & Experience4.5/10 Market PresenceService focus
40% AI Development25% Chatbots & Conversational AI60% Other -
$25,000+$50 - $99 / hr250 - 999San Diego, CA
Ability to deliver
31.1/40.016/20 Reviews10/10 Clients & Experience5.1/10 Market PresenceService focus
30% AI Development35% Chatbots & Conversational AI70% Other -
$25,000+$50 - $99 / hr250 - 999Orlando, FL
Ability to deliver
31.4/40.016.2/20 Reviews10/10 Clients & Experience5.2/10 Market PresenceService focus
60% AI Development30% Chatbots & Conversational AI40% Other -
$5,000+$100 - $149 / hr50 - 249Chicago, IL
Ability to deliver
33.2/40.016.4/20 Reviews10/10 Clients & Experience6.8/10 Market PresenceService focus
55% AI Development25% Chatbots & Conversational AI45% Other -
$25,000+$50 - $99 / hr250 - 999Aventura, FL
Ability to deliver
33.1/40.019/20 Reviews10/10 Clients & Experience4.1/10 Market PresenceService focus
20% AI Development30% Chatbots & Conversational AI80% 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.
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