Top Software Developers in the United States
From Silicon Valley scale-ups to Boston’s research-driven labs, the United States hosts many of the world’s most innovative software development agencies. Whether you need a complex enterprise platform or a sleek mobile app, Clutch helps you sort through thousands of providers by verified client reviews, detailed case studies, and transparent ratings.
Our analysts vet every review through phone interviews or structured questionnaires, so you can hire with confidence. Use the filters on this page to narrow firms by budget, location, tech stack, and industry focus.
Explore these additional resources:
• Top Software Development Companies
• Software Development Companies in California
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Featured
What are Featured Providers?
$50,000+$50 - $99 / hr1,000 - 9,999Serves United StatesServices provided
See all 98 projectsVention is a bespoke software development company specializing in custom software creation and full-stack software development. Across their reviews, 100% of clients commend their responsiveness and project management, with 90% highlighting their strong developer talent and the ability to quickly adapt to project needs. They excel in providing end-to-end software development solutions, consistently delivering high-quality, timely outcomes.
$10,000+$50 - $99 / hr1,000 - 9,999Serves United StatesServices provided
See all 72 projectsInnowise is a bespoke software development company excelling in end-to-end services across various sectors, including healthcare and finance. The firm boasts a 100% satisfaction rate from reviewers, with significant praise for their project management and tailored solutions. Clients consistently highlight Innowise's responsiveness and technical expertise, with 90% of reviews mentioning their ability to deliver on time and within budget.
$25,000+$25 - $49 / hr1,000 - 9,999Serves United StatesServices provided
See all 84 projectsSimform is a custom software development company specializing in tailored software creation and full-stack software development. With a strong emphasis on responsiveness, expertise, and professionalism, 88% of reviews highlight their technical skill and project management prowess, particularly in Python and JavaScript. However, there are concerns regarding transparency in scope management and billing, as noted in one review.
$50,000+$50 - $99 / hr1,000 - 9,999Serves United StatesServices provided
See all 98 projectsVention is a bespoke software development company specializing in custom software creation and full-stack software development. Across their reviews, 100% of clients commend their responsiveness and project management, with 90% highlighting their strong developer talent and the ability to quickly adapt to project needs. They excel in providing end-to-end software development solutions, consistently delivering high-quality, timely outcomes.
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UndisclosedUndisclosed10 - 49Fargo, ND
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Valley IT Solutions is a small software development company. They offer Custom Software Development and cloud consulting & SI and were launched in 2013.
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UndisclosedUndisclosed10 - 49Tampa, FL
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Venatôre is a custom software development firm. In Tampa, Florida, their team offers Custom Software Development and cloud consulting & SI.
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Featured
What are Featured Providers?
$50,000+$25 - $49 / hr50 - 249Serves United StatesServices provided
See all 12 projectsElaniin is a custom software development company praised for its exceptional software engineering capabilities, offering tailored and full-stack software development services. With a consistent commitment to client satisfaction, 100% of reviews highlight their effective communication and collaborative project management. While some suggest improved project timelines, 75% commend their adaptability and expertise in delivering complex solutions.
$25,000+$25 - $49 / hr50 - 249Serves United StatesServices provided
See all 30 projectsWeSoftYou is a Custom Software Development company specializing in tailored and full-stack software development services. Their reviews highlight a 100% satisfaction rate, with clients praising their dedication, innovative solutions, and efficient project management. Approximately 85% of reviewers commend their ability to deliver user-centric, scalable solutions on time, while 90% emphasize their seamless communication and responsiveness to client needs.
$10,000+$25 - $49 / hr50 - 249Serves United StatesServices provided
See all 38 projectsAncient is a bespoke software development firm specializing in end-to-end software development solutions, including tailored software development and managed software development. They receive overwhelmingly positive feedback, with approximately 95% of reviews praising their professionalism, responsiveness, and ability to deliver quality resources and solutions efficiently. Clients consistently highlight their strong cultural fit and value for cost, making them a preferred partner for complex software engineering projects.
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UndisclosedUndisclosed10 - 49Greer, SC
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Blue Eye Soft Corp is a software development company. Based in Greer, South Carolina, the firm was launched in 2017. Their team offers Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Wyckoff, NJ
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Launched in 2003, Solutions³ LLC is an IT managed services company. Their services include IT managed services and Cybersecurity.
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UndisclosedUndisclosed10 - 49Tallahassee, FL
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Software development company GeekSI is in Tallahassee, Florida. They focus on Custom Software Development and Enterprise App Modernization and were founded in 1998.
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UndisclosedUndisclosed10 - 49Greenbelt, MD
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Swingtech is a small IT managed services company. They focus on IT managed services and IT strategy consulting and were founded in 2009.
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UndisclosedUndisclosed10 - 49Downers Grove, IL
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Alert IT Solutions is a small IT strategy consulting company launched in 1994. Their team provides IT strategy consulting and IT staff augmentation.
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Featured
What are Featured Providers?
$25,000+$150 - $199 / hr10 - 49Serves United StatesServices provided
See all 19 projectsIron Forge Development is a custom software development company specializing in tailored software creation and full-stack software development. Reviews suggest they have a flexible and scalable approach, with 83% of feedback highlighting their adaptability and communication. However, 17% noted room for improvement in project management and scoping. Clients commend their ability to deliver complex solutions, manage end-to-end projects, and effectively meet evolving needs.
$10,000+$50 - $99 / hr50 - 249Serves United StatesServices provided
See all 54 projectsRubyroid Labs is a distinguished full-stack software development company, excelling in both bespoke and custom software creation, particularly with Ruby on Rails. The company consistently receives positive feedback for its professionalism, technical expertise, and problem-solving capabilities. Over 90% of reviewers highlight their effective communication and timely project delivery, with many praising their ability to integrate seamlessly with clients' teams.
$25,000+$50 - $99 / hr10 - 49Serves United StatesServices provided
See all 37 projectsCalibrate Software is a bespoke software development company that excels in custom software creation, providing tailored solutions in various industries. Reviews highlight their strong project management, responsiveness, and excellent communication, with 100% positive feedback on collaboration and adaptability. Clients appreciate their innovative approach and commitment to customer success, though timelines occasionally exceed initial estimates.
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UndisclosedUndisclosed10 - 49New York, NY
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EBusiness Guru Limited is an e-commerce development firm. Headquartered in New York, New York, the company focuses on E-Commerce Development and Custom Software Development.
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UndisclosedUndisclosed10 - 49Hollywood, FL
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Nexgen Soluciones is a Digital Strategy company. Their small team is located in Bogotá, Colombia and Hollywood, Florida. Their services include Digital Strategy and UX/UI Design.
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Featured
What are Featured Providers?
$5,000+$50 - $99 / hr10 - 49Serves United StatesServices provided
See all 17 projectsSemaphore Mobile is a custom software development company specializing in tailored software solutions, including mobile apps and full-stack development across various platforms. Reviews indicate a 100% positive feedback rate, highlighting their professional project management, effective communication, and ability to understand and execute clients’ visions. Clients consistently praise their dedication, high-quality deliverables, and strong alignment with project goals.
$10,000+$50 - $99 / hr250 - 999Serves United StatesServices provided
See all 32 projectsScalo is a full-stack software development company specializing in tailored software development and providing skilled IT specialists for diverse industries. The company receives predominantly positive feedback, with approximately 90% of reviewers highlighting their technical expertise, proactive communication, and ability to deliver projects on time. Clients consistently appreciate Scalo's alignment with company values and the strong culture fit they provide.
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$5,000+$50 - $99 / hr10 - 49New York, NY
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122 is a data analytics company established in 2013. Located in New York, New York, the team focuses on BI & big data consulting & SI and CRM consulting and SI.
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UndisclosedUndisclosed10 - 49Oklahoma City, OK
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Established in 1998, Leader Communications, Inc. Is an IT managed services company. The firm focuses on IT managed services and Custom Software Development, and is small.
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UndisclosedUndisclosed10 - 49Pittsburgh, PA
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In Pittsburgh, Pennsylvania, TECHNOLOGY IN IMAGES, INC. Is a small cloud consulting & SI company. The team focuses on cloud consulting & SI and Custom Software Development.
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UndisclosedUndisclosed10 - 49Vienna, VA
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Founded in 2001, eKuber Ventures Inc is a small web design company. Their team offers Web Design and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Huntsville, AL
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Quadrus Corporation is an Engineering company. The agency is headquartered in Huntsville, Alabama. Their services include Engineering and Corporate Training & Coaching.
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UndisclosedUndisclosed10 - 49Baltimore, MD
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Femdel LLC is a business intelligence company. The team provides BI & big data consulting & SI and Cybersecurity, and the firm is located in Baltimore, Maryland.
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UndisclosedUndisclosed10 - 49Nashville, TN
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Marketing Strategy company Bennett Web Group was launched in 2009. The company offers Marketing Strategy and E-Commerce Development.
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UndisclosedUndisclosed10 - 49Seattle, WA
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Tignis is a custom software development company. Established in 2017, the firm is located in Seattle, Washington. Their team specializes in Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Grand Rapids, MI
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Designvox is an application development firm. Located in Grand Rapids, Michigan, the company specializes in Mobile App Development and Branding.
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UndisclosedUndisclosed10 - 49Chicago, IL
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The Plum Tree Group, a PPC agency, is based in Chicago, Illinois. The team focuses on Pay Per Click and Custom Software Development.
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UndisclosedUndisclosed10 - 49Santa Fe, NM
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Falling Colors is a small IT strategy consulting company. They provide IT strategy consulting and BI & big data consulting & SI and were launched in 1996.
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UndisclosedUndisclosed10 - 49Dallas, TX
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IT managed services company Kelley Austin focuses on IT managed services and cloud consulting & SI. They are headquartered in Dallas, Texas.
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UndisclosedUndisclosed10 - 49Cleveland, OH
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DeveloCo is a small cloud consulting & SI company located in Cleveland, Ohio. Their services include cloud consulting & SI and CRM consulting and SI.
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UndisclosedUndisclosed10 - 49Washington, DC
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Sylver Rain Consulting is a data analytics company. They are based in Washington, District of Columbia and have small team. They specialize in BI & big data consulting & SI and cloud consulting &
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UndisclosedUndisclosed10 - 49Phoenix, AZ
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BloKchain Talent is a software development company. They are in Phoenix, Arizona. Their team provides Custom Software Development and AR/VR development.
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UndisclosedUndisclosed10 - 49Baton Rouge, LA
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TurnKey Solutions is an IT managed services company. The Baton Rouge, Louisiana-based agency was launched in 1999. Their team offers IT managed services and Custom Software Development.
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UndisclosedUndisclosed10 - 49Tallahassee, FL
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Kikoda | Cutting-Edge Software is a small software development firm. Established in 2016, the team provides Custom Software Development and Artificial Intelligence.
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UndisclosedUndisclosed10 - 49Tallahassee, FL
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Mozym | Software Development, a Digital Strategy company, was founded in 2019. The agency specializes in Digital Strategy and Custom Software Development.
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UndisclosedUndisclosed10 - 49Farmers Branch, TX
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Tech Intellectuals, an UX agency, specializes in UX/UI Design and Custom Software Development. The agency is based in Farmers Branch, Texas.
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UndisclosedUndisclosed10 - 49Daytona Beach, FL
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Adaptivestack Technologies Inc. Is a web design company. Their small team of employees is located in Daytona Beach, Florida. Their team provides Web Design and UX/UI Design.
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UndisclosedUndisclosed10 - 49Richardson, TX
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Sawtest Solution Inc. Is an Application Testing company. Their small team is located in Richardson, Texas. Their services include Application Testing and Custom Software Development.
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UndisclosedUndisclosed10 - 49Clearwater, FL
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In Clearwater, Florida, Speed of Light Media is an Application Testing company. Their services include Application Testing and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49San Mateo, CA
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Established in 2010, Hi Dev is a software development company. The team specializes in Custom Software Development and Web Development.
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UndisclosedUndisclosed10 - 49San Marcos, TX
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NuTech Advisors is a custom software development firm. Launched in 2020, the team provides Custom Software Development and Blockchain. The company is headquartered in San Marcos, Texas.
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UndisclosedUndisclosed10 - 49Buffalo, NY
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Sentient Science is a Product Design company. The Buffalo, New York-based firm was established in 2001. Their team offers Product Design and Contract Manufacturing.
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UndisclosedUndisclosed10 - 49Bountiful, UT
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DVO Consulting is a business intelligence company. Their team is located in Bountiful, Utah and specializes in BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed10 - 49Troy, MI
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Located in Troy, Michigan and Ahmedabad, India, AI Software LLC is an IT staff augmentation company. Founded in 2009, the team provides IT staff augmentation and Custom Software Development.
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UndisclosedUndisclosed10 - 49McLean, VA
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Yoko Consulting is a branding agency launched in 2009. The small team specializes in Branding and Search Engine Optimization.
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UndisclosedUndisclosed10 - 49Chicago, IL
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Kenway Consulting, LLC is an IT strategy consulting company founded in 2004. The small team provides IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49New York, NY
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Established in 2016, PWV Consultants is an IT strategy consulting company. The team focuses on IT strategy consulting and Cybersecurity.
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UndisclosedUndisclosed10 - 49Pasadena, CA
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Business intelligence company AuriQ Systems, Inc. Is headquartered in Pasadena, California. Founded in 1996, the team focuses on BI & big data consulting & SI and Custom Software Development.
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UndisclosedUndisclosed10 - 49Clarksburg, MD
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Refyn Data is a business intelligence company. In Clarksburg, Maryland, the company specializes in BI & big data consulting & SI and IT staff augmentation.
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UndisclosedUndisclosed10 - 49Herndon, VA
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Confiminds LLC is a small ERP consulting and SI company based in Herndon, Virginia. Their services include ERP consulting and SI and Recruitment Process Outsourcing.
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UndisclosedUndisclosed10 - 49Addison, TX
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Accunity Website Design is an UX design agency. Their team is in Addison, Texas and Los Angeles, California. The firm offers UX/UI Design and Custom Software Development.
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UndisclosedUndisclosed10 - 49Houston, TX
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IMG Advisors LLC is an IT strategy consulting company. Launched in 2008, the company focuses on IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Los Angeles, CA
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Lukasa is a branding firm. The team provides Branding and UX/UI Design and is located in Los Angeles, California.
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UndisclosedUndisclosed10 - 49Irving, TX
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10bits is an IT staff augmentation company. The agency is in Irving, Texas. Their team specializes in IT staff augmentation and Custom Software Development.
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UndisclosedUndisclosed10 - 49Dublin, OH
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Columbus Technology Solutions, Inc. Is a small user experience agency founded in 2005. Their team provides UX/UI Design and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Brighton, CO
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Devsdom, an UX company, is headquartered in Brighton, Colorado. They focus on UX/UI Design and Custom Software Development.
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UndisclosedUndisclosed10 - 49Princeton, NJ
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Big data analytics company CDRP Technologies is in Princeton, New Jersey. Launched in 2011, the team focuses on BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Farmers Branch, TX
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Pull Skill Technologies Inc. Is a SEO services firm. Launched in 2010, their team provides Search Engine Optimization and Custom Software Development.
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List of the Best US Software Development Companies
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$25,000+$100 - $149 / hr50 - 249Los Angeles, CA
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
40% Custom Software Development60% Other -
$25,000+$150 - $199 / hr50 - 249Grand Rapids, MI
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
50% Custom Software Development50% Other -
$10,000+$25 - $49 / hr250 - 999New York, NY
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
30% Custom Software Development70% 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
30% Custom Software Development70% Other -
$50,000+$200 - $300 / hr10 - 49Fishers, IN
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
50% Custom Software Development50% Other -
$25,000+$25 - $49 / hr50 - 249Newark, DE
Ability to deliver
39.8/40.019.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
40% Custom Software Development60% Other -
$50,000+$100 - $149 / hr50 - 249Newport Beach, CA
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
40% Custom Software Development60% Other -
$25,000+$50 - $99 / hr250 - 999Miami, FL
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
40% Custom Software Development60% Other -
$10,000+$50 - $99 / hr250 - 999Greenville, SC
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
25% Custom Software Development75% Other -
$75,000+Undisclosed250 - 999Charlotte, NC
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
30% Custom Software Development70% Other -
$5,000+$25 - $49 / hr250 - 999New York, NY
Ability to deliver
38.9/40.020/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
60% Custom Software Development40% Other -
$10,000+$50 - $99 / hr250 - 999Marlborough, MA
Ability to deliver
38.7/40.019/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% Custom Software Development70% Other -
$25,000+$100 - $149 / hr50 - 249New York, NY
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
33% Custom Software Development67% Other -
$25,000+$50 - $99 / hr10 - 49Seattle, WA
Ability to deliver
37.9/40.018.6/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% Custom Software Development50% Other -
$50,000+$100 - $149 / hr1,000 - 9,999San Francisco, CA
Ability to deliver
38.7/40.018.8/20 Reviews9.9/10 Clients & Experience10/10 Market PresenceService focus
16% Custom Software Development84% Other -
$1,000+$100 - $149 / hr10 - 49Denver, CO
Ability to deliver
37/40.018/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
70% Custom Software Development30% 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
25% Custom Software Development75% Other -
$10,000+Undisclosed50 - 249San Francisco, CA
Ability to deliver
38.7/40.019.4/20 Reviews9.6/10 Clients & Experience9.7/10 Market PresenceService focus
30% Custom Software Development70% Other -
Undisclosed$100 - $149 / hr250 - 999Austin, TX
Ability to deliver
36.5/40.016.6/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
30% Custom Software Development70% Other -
$25,000+$25 - $49 / hr50 - 249South Jordan, UT
Ability to deliver
37.5/40.020/20 Reviews10/10 Clients & Experience7.5/10 Market PresenceService focus
35% Custom Software Development65% Other -
$10,000+$150 - $199 / hr50 - 249Atlanta, GA
Ability to deliver
39.4/40.020/20 Reviews10/10 Clients & Experience9.4/10 Market PresenceService focus
25% Custom Software Development75% Other -
$25,000+$50 - $99 / hr10 - 49Solana Beach, CA
Ability to deliver
36.3/40.017.2/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
80% Custom Software Development20% Other -
$50,000+$50 - $99 / hr250 - 999Hudson, OH
Ability to deliver
36.3/40.016.8/20 Reviews9.8/10 Clients & Experience9.7/10 Market PresenceService focus
30% Custom Software Development70% Other -
$25,000+$50 - $99 / hr50 - 249Sunny Isles Beach, FL
Ability to deliver
36.3/40.016.8/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
40% Custom Software Development60% Other -
$25,000+$50 - $99 / hr250 - 999Austin, TX
Ability to deliver
36.2/40.016.4/20 Reviews9.9/10 Clients & Experience9.9/10 Market PresenceService focus
30% Custom Software Development70% Other -
$50,000+$150 - $199 / hr250 - 999Irvine, CA
Ability to deliver
36.2/40.016.2/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
45% Custom Software Development55% Other -
$100,000+$100 - $149 / hr50 - 249New Orleans, LA
Ability to deliver
36/40.016.2/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
40% Custom Software Development60% Other -
$25,000+$50 - $99 / hr50 - 249San Jose, CA
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
25% Custom Software Development75% 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
55% Custom Software Development45% Other -
$10,000+$100 - $149 / hr10 - 49Orlando, FL
Ability to deliver
35.9/40.016.8/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
50% Custom Software Development50% Other
Latest Software Developers Articles
See all articles
AR vs VR: What’s the Difference?
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United States Software Development FAQs
Partnering with an American software development firm gives you several advantages unmatched by offshore teams, including:
• Proximity to major innovation hubs (e.g., Silicon Valley, Seattle, Austin) and their talent pools.
• Alignment with US intellectual-property laws, data-privacy regulations, and industry-specific compliance (HIPAA, SOC 2, FedRAMP).
• Overlapping time zones for real-time collaboration if you’re also North America-based.
• Cultural fit and communication style that often speeds up discovery workshops and agile sprints.
For businesses targeting the US market—or requiring strict regulatory adherence—these benefits can outweigh lower offshore rates.
- Define your project’s scope and requirements — i.e., web app, mobile, SaaS, or full digital transformation.
- Shortlist potential firms with relevant case studies that match your tech stack (React, .NET, Java, etc.) and industry.
- Compare Clutch review details—note communication style, project management tools, and post-launch results.
- Evaluate cultural fit during discovery calls: ask about sprint cadence, code-review process, and IP transfer policies.
- Request a small paid prototype if you’re unsure; it’s a low-risk way to validate collaboration.
Clutch is committed to helping clients navigate the market. Find trusted firms on our directories and leverage the filters to explore firms by client reviews, industry expertise, and pricing.
Red flags can cause serious headaches for your team if left unchecked. When assessing potential partners, watch for:
• Vague estimates without a documented scope or timeline.
• Limited access to the engineering team or project manager.
• No code-ownership clause or unclear IP terms.
• Over-reliance on subcontractors without transparency.
• Reviews that mention missed deadlines or poor post-launch support.
If a proposal promises “guaranteed delivery” at drastically below-market rates, dig deeper—quality and security may be at stake.
American developers span nearly every vertical. Common sectors include:
- Healthcare and MedTech
- FinTech and banking
- E-commerce and retail
- Aerospace and defense
- Media, entertainment, and gaming
- Manufacturing and Industry 4.0
Many agencies maintain in-house compliance experts (e.g., HIPAA, PCI-DSS) or offer domain-specific accelerators to shorten time-to-market.
Rates vary thanks to factors like location and specialization. According to Clutch’s recent pricing data, American firms charge:
- Mid-market agencies in cities like Denver or Atlanta: $75 – $120 per hour
- Top-tier consultancies in San Francisco, NYC, or Seattle: $150 – $250 per hour
- Niche or boutique studios: project-based pricing from $50,000 for a minimum viable product to $500,000+ for large-scale enterprise builds.
Additionally, fixed-fee engagements (e.g., code audits or UX overhauls) can start around $10,000 – $25,000. Always clarify what’s included—architecture planning, QA, DevOps, and post-launch support can shift the total.