Top UI/UX Design Agencies
Great UI/UX isn’t just pretty pixels—it’s the engine of user satisfaction and growth. Clutch empowers you to find a trusted design agency by pairing in-depth client reviews with transparent performance data. Every firm listed here has been thoroughly vetted, so you can explore portfolios, pricing, and verified feedback with confidence.
Use the filters to refine results by budget, industry, location, or project size, whether you’re searching for UI/UX design agencies in the United States, UI/UX design firms in the United Kingdom, or UI/UX design companies in Canada. Start comparing shortlisted partners and quickly zero in on the UI/UX design agency that aligns with your goals, timeline, and tech stack.
Need broader options? Explore our global directory of Top Design Agencies, Top Web Design Firms, or browse our list of Top Digital Design Agencies.
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Featured
What are Featured Providers?
$25,000+$150 - $199 / hr10 - 49Palo Alto, CAServices provided
See all 95 projectsMomentum Design Lab is a UX/UI design agency known for its comprehensive user experience and user interface design services. Across reviews, the company is praised for delivering high-quality UX and UI solutions on time and within budget. Approximately 95% of reviews highlight their professionalism and effective project management, with particular commendation for their thorough discovery process and iterative design approach.
$25,000+$100 - $149 / hr10 - 49Montréal, CanadaServices provided
See all 39 projectsOrizon Design is a specialized UX/UI design agency renowned for delivering exceptional user-centered design solutions across various digital interfaces. With a consistent record of exceeding client expectations, 100% of reviews praise their professionalism, creativity, and timely delivery. Notable themes include their ability to transform concepts into visually appealing and functional designs, supported by a collaborative and insightful project management approach.
$10,000+$50 - $99 / hr50 - 249L'viv, UkraineServices provided
See all 92 projectsQubstudio is a leading UX/UI design company specializing in user-centered design and digital interface design services. Reviews indicate high client satisfaction, with 100% of feedback being positive, praising their innovative UX solutions and professionalism. Clients commend their creative problem-solving and timely delivery, with 90% highlighting their strong project management and collaborative approach.
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UndisclosedUndisclosedFreelancerSalt Lake City, UT
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Stacks Software is a small Salt Lake City, Utah-based cloud consulting & SI company. The team specializes in cloud consulting & SI and Cybersecurity.
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UndisclosedUndisclosedFreelancerArden, NC
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Super Distros LLC is a website development company. Their team is headquartered in Arden, North Carolina and provides Web Development and Branding.
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Featured
What are Featured Providers?
$25,000+$150 - $199 / hr10 - 49Highland Park, ILServices provided
See all 27 projectsFuzzy Math is a highly regarded UX/UI design company praised for its expertise in User Experience Design, User-Centered Design, and Digital Interface Design. They consistently receive positive feedback for their professionalism, clear communication, and project management skills, with over 90% of reviews highlighting their ability to deliver projects on time and within budget. Clients frequently commend their adaptability and innovative approach, with approximately 80% specifically mentioning their strong cultural fit and alignment with company values.
$5,000+$50 - $99 / hr10 - 49Edinburgh, ScotlandServices provided
See all 19 projectsLumi Design is a distinguished UX/UI design company recognized for its expertise in enhancing user experiences and interfaces across various industries. Their reviews reveal consistent themes of professionalism, creativity, and user-centered design, with 100% of clients praising their ability to deliver visually compelling and impactful digital solutions on time. Notably, 20% of reviewers specifically highlight Lumi Design’s strategic approach, while 30% commend their seamless project management and effective communication.
$25,000+$150 - $199 / hr10 - 49Portland, ORServices provided
See all 24 projectsSinglemind is a UX/UI design and development firm known for delivering user-centered design and digital interface solutions. Across reviews, 100% of clients praised their responsiveness and flexibility, with 60% highlighting their expertise in user experience design. Clients appreciate their seamless collaboration, and nearly 70% commend their ability to meet budgets and timelines.
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UndisclosedUndisclosedFreelancerAshland, OR
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Software development company Conscious Web Design is in Ashland, Oregon. Their services include Custom Software Development and UX/UI Design.
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UndisclosedUndisclosedFreelancerCharlotte, NC
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Craft Blue, LLC is a small custom software development firm. Launched in 2012, the team offers Custom Software Development and Web Development.
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UndisclosedUndisclosedFreelancer
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Content Writing Services company Christina Copy Co. Was launched in 2011. The company offers Content Writing Services and Content Marketing, and is small.
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UndisclosedUndisclosedFreelancer
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DR Copywriting Services, a Content Writing Services company, is located in Alameda, California. They specialize in Content Writing Services and Content Marketing.
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UndisclosedUndisclosedFreelancerBydgoszcz, Poland
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Content Marketing company Ministerstwo Tekstu is in Bydgoszcz, Poland. Their services include Content Marketing and Search Engine Optimization.
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Featured
What are Featured Providers?
$25,000+$100 - $149 / hr10 - 49West Vancouver, CanadaServices provided
See all 8 projectsHooman Studio is a UX/UI design company recognized for its expertise in developing user-friendly software solutions. With 100% positive feedback, clients commend their professionalism, responsiveness, and the value they deliver. About 60% of reviewers highlighted their ability to create user-friendly solutions, though there is room for more proactiveness.
$10,000+$100 - $149 / hr2 - 9London, EnglandServices provided
See all 7 projectsLION+MASON is a specialized UX/UI design company known for its expertise in User Experience Design, User-Centered Design, and Information Architecture. With 100% positive feedback, clients consistently praise their professionalism, responsiveness, and ability to deliver impressive and actionable insights. Their tailored, user-focused approach and clear communication have successfully met diverse client needs across multiple industries.
$10,000+$50 - $99 / hr10 - 49Toronto, CanadaServices provided
See all 7 projectsRoobinium is a UX/UI design company specializing in User Experience and User Interface Design. The company has received overwhelmingly positive feedback, with clients praising their excellent project management, high-quality designs, and effective communication. Approximately 100% of reviewers highlighted their ability to deliver projects on time and their strong understanding of design methodologies.
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UndisclosedUndisclosedFreelancer
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Klaudia Lepiarz , a Marketing Strategy company, was launched in 2019. The company specializes in Marketing Strategy and Content Marketing, and is small.
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UndisclosedUndisclosedFreelancerCasper, WY
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Peak Semantics, LLC , a Translation company, was established in 2021. In Casper, Wyoming, the team provides Translation and Social Media Marketing.
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Featured
What are Featured Providers?
$25,000+$100 - $149 / hr50 - 249Los Angeles, CAServices provided
See all 86 projectsGoji Labs is a UX/UI design and web development company highly praised for its user-centered design approach and technical expertise. Approximately 90% of reviews highlight their strong project management, responsiveness, and ability to translate complex concepts into intuitive digital interfaces. Despite occasional budget overruns, 80% of reviewers commend their collaborative spirit and commitment to delivering high-quality, scalable solutions.
$25,000+$150 - $199 / hr10 - 49San Francisco, CAServices provided
See all 52 projectsNeuron is a UX/UI design company highly praised for its expertise in user-centered design and digital interface design. They consistently receive positive feedback, with over 90% of reviews highlighting their professionalism, timely delivery, and exceptional project management. Reviewers frequently commend their ability to quickly understand complex problems and deliver high-quality results, demonstrating their strong grasp of UX/UI principles and experience design.
$10,000+$100 - $149 / hr10 - 49London, EnglandServices provided
See all 34 projectsBrowser London is a UX/UI design company renowned for delivering high-quality user-centered design and digital interface solutions. Their reviews reflect a consistent theme of effective communication, collaborative processes, and timely delivery, with 100% of reviewers noting their adaptability and commitment to meeting client needs. This focus on user experience and interface design, coupled with their ability to integrate seamlessly with internal teams, sets them apart as a premier digital partner.
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UndisclosedUndisclosedFreelancer
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Social media marketing company A Brilliant Way Inc is headquartered in Rogers, Minnesota. They provide Social Media Marketing and Content Marketing.
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UndisclosedUndisclosedFreelancerSaint Paul, MN
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Staci Shepherd Consulting, LLC is a Saint Paul, Minnesota-based Content Writing Services company. They offer Content Writing Services and Content Marketing and were launched in 2018.
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Featured
What are Featured Providers?
$10,000+$25 - $49 / hr50 - 249Kyiv, UkraineServices provided
See all 42 projectsTallium Inc. is a UX/UI design company renowned for delivering user-centered digital interface solutions with a focus on User Experience Design and User Interface Design. The reviews consistently highlight their professionalism, strong communication, and timely delivery, with nearly 100% positive feedback. Clients commend their ability to combine UX execution with strategic product insights and adaptability to feedback, with approximately 90% mentioning their outstanding project management and alignment with client values.
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UndisclosedUndisclosedFreelancerMinot, ND
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Design by Heather Rae, a small branding firm, is based in Minot, North Dakota. Their services include Branding and Web Design.
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UndisclosedUndisclosedFreelancerMesa, AZ
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Verde Tech Systems Inc. Is a Direct Marketing company. They are located in Mesa, Arizona and have small team. Their team specializes in Direct Marketing and UX/UI Design.
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UndisclosedUndisclosedFreelancerTampa, FL
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Creative Visual Designs, a branding firm, provide Branding and Search Engine Optimization. They were established in 2003.
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UndisclosedUndisclosedFreelancerPleasant Hill, OH
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Incline Digital LLC is an UX agency founded in 2004. The small team focuses on UX/UI Design and Custom Software Development.
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UndisclosedUndisclosedFreelancerCharlotte, NC
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Brands X Humans is a Fractional CMO Services company. Launched in 2020, the company is located in Charlotte, North Carolina. Their services include Fractional CMO Services and Branding.
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UndisclosedUndisclosedFreelancerBoulder, CO
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John Boa Media is a Fractional CMO Services company. They specialize in Fractional CMO Services and Advertising and are located in Boulder, Colorado.
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UndisclosedUndisclosedFreelancerNorth Parramatta, Australia
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Founded in 2017, Master Global Tech is a small custom software development company. Their services include Custom Software Development and Application Testing.
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UndisclosedUndisclosedFreelancerSacramento, CA
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Limitless digital is a Sacramento, California-based Marketing Strategy company. They provide Marketing Strategy and Fractional CMO Services.
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UndisclosedUndisclosedFreelancer
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Located in Miami, Florida, GLICK is a small Corporate Photography company. Their services include Corporate Photography and Branding.
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UndisclosedUndisclosedFreelancerLeesburg, VA
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Exponential Marketing | All American Management Group,Inc. Is a social media marketing agency. The team provides Social Media Marketing and Email Marketing, and the agency is in Leesburg, Virginia.
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UndisclosedUndisclosedFreelancerHopkins, MN
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Power of the Web is a small branding agency based in Hopkins, Minnesota. The team specializes in Branding and Content Marketing.
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UndisclosedUndisclosedFreelancerFigline Valdarno, Italy
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Digitaliagency is an Email Marketing company. Their small team of employees is in Figline Valdarno, Italy. Their team provides Email Marketing and Search Engine Optimization.
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UndisclosedUndisclosedFreelancerCava de' Tirreni, Italy
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Founded in 2014, Alessandro Nicoli is a social media marketing agency. Their team provides Social Media Marketing and Search Engine Optimization.
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UndisclosedUndisclosedFreelancer
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Emiquent is a Content Marketing company in London, England. Established in 2023, the team specializes in Content Marketing and Search Engine Optimization.
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UndisclosedUndisclosedFreelancer
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Conversion Optimization company Peak 8 Marketing is headquartered in Minneapolis, Minnesota. They provide Conversion Optimization and Search Engine Optimization and were founded in 2016.
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UndisclosedUndisclosedFreelancer
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Based in Raleigh, North Carolina, Web Design Wake County is a small SEO company. The team provides Search Engine Optimization and Web Design.
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UndisclosedUndisclosedFreelancerNashville, TN
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Digitabe is an Advertising company. Their small team of employees is located in Nashville, Tennessee. Their team provides Advertising and Branding.
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UndisclosedUndisclosedFreelancerFort Lauderdale, FL
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Leverage Digital Marketing, a SEO services firm, provides Search Engine Optimization and Pay Per Click. The firm is located in Fort Lauderdale, Florida.
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UndisclosedUndisclosedFreelancer
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New Oceans Digital is a small Market Research company launched in 2019. Their services include Market Research and Digital Strategy.
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UndisclosedUndisclosedFreelancerNew York, NY
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Web Designer 23 is an Advertising company. They focus on Advertising and Branding and are in New York, New York.
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UndisclosedUndisclosedFreelancerMedia, PA
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Clickflip SEO LLC is a SEO company established in 2023. Their services include Search Engine Optimization and Web Design.
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UndisclosedUndisclosedFreelancerStuart, FL
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Based in Stuart, Florida, Small Hits LLC is a social media marketing agency. They offer Social Media Marketing and Content Marketing and were established in 2021.
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UndisclosedUndisclosedFreelancerShawnee, KS
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Marisa Gonzales Studios, LLC., a branding company, is in Shawnee, Kansas. Their services include Branding and Market Research.
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UndisclosedUndisclosedFreelancerToronto, Canada
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Ca-Ching Designs, a SEO company, is based in Toronto, Canada. Their services include Search Engine Optimization and Web Design.
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UndisclosedUndisclosedFreelancerDetroit Lakes, MN
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Established in 2019, Minnesota Multimedia is a small Detroit Lakes, Minnesota-based branding agency. Their services include Branding and Search Engine Optimization.
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UndisclosedUndisclosedFreelancer
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Located in Barcelona, Spain, Andrea Ayensa is a small Advertising company. Their services include Advertising and Branding.
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UndisclosedUndisclosedFreelancer
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AZ Design is an Advertising company. The Loddon, England-based agency was established in 2013. Their services include Advertising and Branding.
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UndisclosedUndisclosedFreelancer
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Dennis Snellenberg B.V. Is a website development company in Netherlands. They specialize in Web Development and Web Design.
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UndisclosedUndisclosedFreelancerSouthampton, England
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Geek Unique is a small e-commerce development firm founded in 2023. Their team specializes in E-Commerce Development and Search Engine Optimization.
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UndisclosedUndisclosedFreelancer
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Launched in 2021, Reuben Houfe is a small branding company based in Ho Chi Minh City, Vietnam. Their team specializes in Branding and Graphic Design.
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UndisclosedUndisclosedFreelancerLondon, England
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Revitalize Innovations, a social media marketing agency, was established in 2024. The company offers Social Media Marketing and Pay Per Click, and is small.
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UndisclosedUndisclosedFreelancer
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Sune Reinert Design is a branding agency. Their small team is based in Aalborg, Denmark. Their services include Branding and Web Design.
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UndisclosedUndisclosedFreelancerCity of London, England
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Vanilla Noir is a City of London, England-based branding agency. Their services include Branding and IT managed services.
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UndisclosedUndisclosedFreelancerدبي, United Arab Emirates
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AJEESH AHAMMAD is a social media marketing firm. Their small team is located in دبي, United Arab Emirates. Their team offers Social Media Marketing and Search Engine Optimization.
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Get My MatchesWhy Trust Clutch
At Clutch, we believe trust is the foundation of every business relationship. Our mission is to help buyers make confident, data-backed decisions informed by real client experiences.
Every review on Clutch undergoes a rigorous, human-led verification process to make sure it’s valid. Our team of specialists confirms the identity of each reviewer, ensures the project is legitimate, and only publishes reviews that meet our strict criteria.
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We evaluate service providers using a structured methodology that combines:
- In-depth client interviews and ratings
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- Market presence
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This data powers tools like the Leaders Matrix, which helps you compare agencies directly. Our research team curates rankings by weighing verified reviews most heavily, so the most trusted and experienced providers rise to the top.
Using this unique combination of verified client feedback and provider-supplied insights, Clutch distills the most important details into clear, digestible summaries so you have everything you need to make confident, informed decisions quickly.
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Best UI/UX Design Company Rankings
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$25,000+$150 - $199 / hr10 - 49San Francisco, CA
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$50 - $99 / hr10 - 49L'viv, Ukraine
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
90% UX/UI Design10% Other -
$10,000+$50 - $99 / hr50 - 249L'viv, Ukraine
Ability to deliver
39.4/40.019.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
100% UX/UI Design -
$5,000+$100 - $149 / hr10 - 49London, England
Ability to deliver
39.2/40.019.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
100% UX/UI Design -
$25,000+$150 - $199 / hr10 - 49Palo Alto, CA
Ability to deliver
39/40.019.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
90% UX/UI Design10% Other -
$10,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
38.7/40.019.4/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
100% UX/UI Design -
$25,000+$100 - $149 / hr10 - 49Raleigh, NC
Ability to deliver
38.6/40.019.4/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
100% UX/UI Design -
$25,000+$50 - $99 / hr10 - 49L'viv, Ukraine
Ability to deliver
38.5/40.019.2/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
100% UX/UI Design -
$25,000+$50 - $99 / hr10 - 49Madrid, Spain
Ability to deliver
38.4/40.020/20 Reviews9.3/10 Clients & Experience9.2/10 Market PresenceService focus
90% UX/UI Design10% Other -
$10,000+$50 - $99 / hr10 - 49Dover, DE
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$50 - $99 / hr50 - 249Wrocław, Poland
Ability to deliver
38/40.019/20 Reviews10/10 Clients & Experience9/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Ability to deliver
37.7/40.020/20 Reviews10/10 Clients & Experience7.7/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$50 - $99 / hr10 - 49L'viv, Ukraine
Ability to deliver
37.6/40.019/20 Reviews10/10 Clients & Experience8.6/10 Market PresenceService focus
100% UX/UI Design -
$50,000+$150 - $199 / hr10 - 49Austin, TX
Ability to deliver
37.4/40.017.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
100% UX/UI Design -
$5,000+$25 - $49 / hr10 - 49Kyiv, Ukraine
Ability to deliver
37.2/40.020/20 Reviews10/10 Clients & Experience7.2/10 Market PresenceService focus
100% UX/UI Design -
$5,000+$150 - $199 / hr10 - 49Austin, TX
Ability to deliver
37.1/40.017.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
90% UX/UI Design10% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
36.9/40.018.8/20 Reviews10/10 Clients & Experience8.1/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$50 - $99 / hr10 - 49New York, NY
Ability to deliver
36.9/40.017.2/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% UX/UI Design -
$50,000+$50 - $99 / hr50 - 249Warszawa, Poland
Ability to deliver
36.7/40.017.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$50 - $99 / hr50 - 249Dubai, United Arab Emirates
Ability to deliver
36.7/40.017.2/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$50 - $99 / hr10 - 49L'viv, Ukraine
Ability to deliver
36.5/40.017.8/20 Reviews10/10 Clients & Experience8.8/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$25 - $49 / hr50 - 249Navi Mumbai, India
Ability to deliver
36.2/40.016.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
80% UX/UI Design20% Other -
$25,000+$50 - $99 / hr50 - 249Bengaluru, India
Ability to deliver
36/40.017.8/20 Reviews10/10 Clients & Experience8.2/10 Market PresenceService focus
100% UX/UI Design -
$5,000+$25 - $49 / hr50 - 249Poznań, Poland
Ability to deliver
35.9/40.017/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$25 - $49 / hr50 - 249Mumbai, India
Ability to deliver
35.7/40.016.2/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
75% UX/UI Design25% Other -
$10,000+$50 - $99 / hr50 - 249Budapest, Hungary
Ability to deliver
37/40.017.2/20 Reviews9.9/10 Clients & Experience9.9/10 Market PresenceService focus
70% UX/UI Design30% Other -
$10,000+$25 - $49 / hr10 - 49Mumbai, India
Ability to deliver
35.5/40.016.2/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
100% UX/UI Design -
$25,000+$150 - $199 / hr10 - 49Pleasanton, CA
Ability to deliver
35.2/40.015.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
100% UX/UI Design -
$10,000+$50 - $99 / hr10 - 49Mumbai, India
Ability to deliver
35.2/40.016/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
100% UX/UI Design -
$25,000+$150 - $199 / hr2 - 9London, England
Ability to deliver
37.9/40.018.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
90% UX/UI Design10% Other
Latest User Experience Articles
See all articles
How to Build a UX Strategy That Drives Real User Engagement
A UX strategy is a long-term plan for creating user-friendly digital experiences by aligning design, content, and technology with business goals.
UX/UI Design Agency FAQs
Looking for a UX/UI design agency but not sure where to start? We've put together answers to the most common questions businesses ask when searching for a trusted partner. This FAQ covers what you need to know before hiring a UX/UI agency, from pricing and services to results and red flags.
Clutch features firms that create digital experiences rooted in user behavior twice a year based on a proprietary methodology. The top UX design agencies for Fall 2025 include:
Most agencies deliver a full spectrum of experience-focused services, including the following:
- User research & persona development
- Information architecture and wireframing
- Interactive prototyping and usability testing
- Visual interface design, design systems, and style guides
- Front-end collaboration or light development hand-off
- Ongoing optimization through analytics and A/B testing
Some design agencies also bundle complementary offerings such as accessibility audits, branding, or motion design to provide a seamless end-to-end experience.
A UI/UX design company researches, strategizes, and designs how users interact with digital products. Their teams interview stakeholders, run user tests, and map customer journeys to uncover pain points. They then translate those insights into wireframes, high-fidelity prototypes, and final interface designs that balance usability with brand aesthetics. The goal is to make each click feel natural and every screen visually engaging, driving retention and conversion in the process.
Begin your process by matching with an agency’s portfolio to your product type and industry. Look for projects with similar user flows or technical constraints. Next, read Clutch reviews to gauge their communication approach, adherence to set timelines, and real-life project outcomes. During your interviews, ask about their research methods, revision policy, and collaboration tools (e.g., Figma, Miro, Jira). Finally, confirm cultural fit—successful engagements rely on open feedback loops and shared problem-solving mindsets.
- Guaranteed results without testing evidence
- Vague or one-page proposals lacking milestones
- Limited access to source files or design system assets
- Minimal user research—jumping straight into visuals
- Poor responsiveness or unclear points of contact
If you encounter any of these, they might not be the right team for your project.
- Which research methods will you use for my target users?
- How many design iterations and testing cycles are included?
- Who will be on my project team, and what are their roles?
- How do you collaborate with in-house developers or external partners?
- What metrics or KPIs will define project success?
- Will I own all design files and intellectual property upon completion?
Clear answers to these questions will help you compare proposals and select a partner that aligns with both your budget and product vision.
On Clutch, standalone web or app projects typically range from $10,000 – $50,000 while the average hourly rates fall between $50 – $150. Pricing varies based on key factors such as agency size, complexity, and project scope. For instance, enterprise platforms that require extensive research and multiple user flows can run over $75,000. Always request a detailed estimate that breaks down discovery, design iterations, and testing phases so you can forecast total spend accurately.