# The best AI research platforms in 2026: 20 platforms for real-people feedback, compared > An honest comparison of 20 AI research platforms that collect feedback from real people: Voicepanel, Qualtrics, UserTesting, Outset, Conveo, Listen Labs, Maze, Dscout, Great Question, Strella, Sprig, Marvin, Ballpark, Dialogue AI, SurveyMonkey, Knit, GetWhy, Voxpopme, Suzy, and Bolt Insight. Who runs the research, API access, MCP servers, AI control, methods, recruitment, governance, enterprise readiness, support, and pricing. Last updated: September 28, 2026. HTML version: https://www.voicepanel.com/guides/ai-research-platforms-compared Every research vendor now says it uses AI. The real differences are in who runs the research, whether your own systems and AI agents can reach it, whether you can see and change what the AI does, and whether it passes an enterprise security review. We compared 20 platforms that collect feedback from real people, not synthetic respondents. _Voicepanel wrote this guide, and Voicepanel is one of the platforms in it. We checked each claim against public sources in September 2026 and list them at the end. If you find an error, email hello@voicepanel.com and we will correct it._ ## The short answer **Why Voicepanel? Because your research should plug into everything you build, and never wait in a vendor's queue.** Voicepanel is the best AI research platform overall, and the most flexible one for product builders and AI agents. One study can mix AI interviews, usability tasks, and surveys. A REST API and an MCP server let your own tools and agents run studies with real people. - Best overall, for modern product and insights teams: **1. Voicepanel** - Enterprise survey programs in regulated industries: **2. Qualtrics** - Large usability programs with human moderation: **3. UserTesting** - UX research teams that want to hand off study setup and fieldwork: **4. Outset** - Consumer concept and pricing research: **5. Conveo** - A managed AI interview program with a large budget: **6. Listen Labs** - Design teams that test Figma prototypes: **7. Maze** - Diary studies and in-context mobile research: **8. Dscout** - Research operations that recruit your own customers: **9. Great Question** - Fast AI voice interviews that your team runs: **10. Strella** - In-product surveys: **11. Sprig** - One repository for interviews, calls, and tickets: **12. Marvin** - Unmoderated usability tests with unlimited seats: **13. Ballpark** - AI video interviews on iPhone and Android apps: **14. Dialogue AI** - Simple, low-cost surveys: **15. SurveyMonkey** - An agency that runs the study and delivers the report: **16. Knit** - Multi-market AI video interviews with an agency team: **17. GetWhy** - Consumer video feedback and showreels: **18. Voxpopme** - Brand teams that want fast answers from a US consumer panel: **19. Suzy** - Concept and pack tests for consumer brands in many countries: **20. Bolt Insight** ## Three kinds of research companies ### Services businesses Most new AI research companies grow like agencies. Their staff set up and run your studies, and they price like consultants. The work stays inside the vendor, where your team and your AI agents cannot reach it. ### Incumbents that add AI Qualtrics, UserTesting, and SurveyMonkey built their products before large language models. Private equity firms own all three, and all three add AI on top of the old product. ### Infrastructure Voicepanel is infrastructure. The app, the REST API, and the MCP server share one public study schema, and you can edit every AI rule. Your team or your AI agents run the research, with our help when you want it. ## How we compared We compared all 20 platforms on 10 questions. - **Self-serve:** Can your team run the research itself, or does the vendor run it for you? - **API access:** Can your code create and launch a study, or only read results? - **MCP server:** Can an AI agent such as Claude or ChatGPT build, launch, and analyze a study? - **AI control:** Can you read and edit the rules that drive the AI? - **Methods:** Can one study mix AI interviews, voice, video, desktop and phone screen recording, usability tasks, and survey questions? - **Recruitment:** Where do participants come from: a panel, your own customers, or your website? - **Governance:** Can a large team control who launches studies, what they cost, and how good they are? - **Enterprise readiness:** Does it pass a large company's security review: SOC 2 or ISO 27001, HIPAA, SSO, and user provisioning? - **Support:** How do you reach the vendor, and who answers? - **Pricing:** Can you buy one project as well as an annual contract, and do you pay for seats? ## Comparison table Each cell starts with a rating: Full, Partial, Limited or vendor-run, Missing or unknown. | Platform | Self-serve | API access | MCP server | AI control | Methods | Recruitment | Governance | Enterprise readiness | Support | Pricing | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | 1. Voicepanel | **Full:** Your team or your AI agents. Our team helps if you want it. | **Full:** Complete parity with the app on Enterprise: build, recruit, publish, analyze | **Full:** 41 tools across study creation, recruitment, and analysis, on Enterprise | **Full:** Full transparency on Enterprise: read and edit the prompts for all 13 AI stages | **Full:** AI interviews, voice, video, desktop and iPhone screen, usability tasks, surveys | **Full:** Built-in access to 30M+ people, plus your own lists and website intercepts | **Full:** Roles, publish approvals, per-study cost limits; AI reviewer that follows your rules on Enterprise | **Full:** SOC 2 Type II, HIPAA, GDPR; SSO on Enterprise; does not train on your data | **Full:** Shared Slack channel on Enterprise; email on all plans | **Full:** Enterprise contracts or pay-as-you-go one-off projects; no seat licenses | | 2. Qualtrics | **Full:** Your team, with optional professional services | **Partial:** Create surveys and distributions (paid add-on) | **Missing or unknown:** Announced for its APIs; status unclear | **Limited or vendor-run:** Limited settings on AI follow-ups | **Partial:** Surveys, short video answers, unmoderated tests, phone app recording (Early Access); no AI interviews | **Full:** 200M+ third-party respondents | **Full:** Project approvals, granular permissions, ExpertReview | **Full:** SOC 2, ISO 27001, HITRUST, FedRAMP High; HIPAA, EU hosting, SAML SSO | **Partial:** Chat, email, phone; priority support and a success manager in paid packages | **Partial:** Free plan, $420-a-month license, quoted enterprise contracts | | 3. UserTesting | **Full:** Your team, with custom services on the top plan | **Limited or vendor-run:** Read results only | **Partial:** Create and launch tests (beta) | **Limited or vendor-run:** Context for the AI moderator | **Full:** Think-aloud video, iOS and Android app tests, surveys, card sort, tree test, live sessions; AI interviews in early access | **Full:** 7M+ own panel, User Interviews | **Full:** Approval flow, workspaces, custom roles | **Full:** SOC 2, ISO 27001, ISO 27701; HIPAA, EU session hosting, SAML SSO | **Partial:** 24/5 chat; dedicated consultant and CSM on Ultimate+ only | **Limited or vendor-run:** Quoted annual subscriptions only | | 4. Outset | **Partial:** Your team or the Outset team, as a paid service | **Missing or unknown:** None | **Full:** Create, recruit, launch, analyze | **Partial:** Custom moderators | **Full:** AI voice and video interviews, screen, iOS and Android app tests, Figma prototypes, concept tests | **Full:** 25+ panel integrations | **Partial:** Roles, workspaces, synthetic tests of guides | **Partial:** SOC 2 Type II, ISO 42001, HIPAA; SSO not documented | **Full:** Onboarding call, research experts, project management by plan | **Partial:** Quoted after a demo; billed by questions answered | | 5. Conveo | **Partial:** Your team, or third-party agencies from its marketplace | **Limited or vendor-run:** Read-only | **Partial:** Build studies, no launch | **Partial:** Tone and per-question probing | **Full:** Asynchronous interviews, concept tests, pricing questions, diaries, iPhone screen (preview) | **Partial:** Respondent, User Interviews, partner quotes | **Full:** Spend and launch approvals, spend caps, guide checks | **Partial:** SOC 2, EU hosting, SSO; ISO 27001 aligned, not certified | **Partial:** Email, in-app chat, researcher-led onboarding team | **Partial:** Quoted after a demo; paid in credits | | 6. Listen Labs | **Limited or vendor-run:** Managed service on its own platform | **Partial:** Create and launch, with your own participants only | **Full:** Create, edit, launch, recruit | **Partial:** Probing depth and workspace guidelines | **Full:** AI voice, video, and text interviews, screen and iPhone screen share, MaxDiff | **Full:** 30M+ panel, managed recruitment | **Partial:** 3 roles; collaborators cannot launch; credit wallets | **Full:** SOC 2 Type II, ISO 27001, ISO 27701, ISO 42001; HIPAA, SSO | **Full:** Email; in-house researchers and an engagement manager | **Limited or vendor-run:** Reported $20,000 base plus $300 to $400 per interview | | 7. Maze | **Full:** Your team, self-serve or Enterprise | **Missing or unknown:** None | **Limited or vendor-run:** Read-only | **Partial:** Discussion instructions and probing depth | **Full:** Prototype and website tests, iOS and Android app tests, surveys, card sort, AI voice interviews (Enterprise) | **Partial:** Panel supplied by Prolific, plus your own users | **Partial:** Roles, block reviews, AI bias checker | **Partial:** SOC 2 Type II; SAML SSO, SCIM; no HIPAA, US hosting only | **Partial:** Email and help center; priority support and a CSM on Enterprise | **Partial:** Free plan, quoted Enterprise, $5 panel credits | | 8. Dscout | **Partial:** Your team, with research advisors; delivery services on top plans | **Limited or vendor-run:** Private panels and user management only | **Full:** Build, recruit from its panel, and launch | **Partial:** Objectives, moderator context, follow-up guidance | **Full:** Diaries, usability tests, iOS and Android screen, AI voice interviews, webcam, questions | **Full:** 100K+ own panel, 3M+ partners, your own lists | **Partial:** Five roles, SSO, SCIM, workspaces; no approvals found | **Full:** SOC 2 Type 2, ISO 27001, HITRUST, HIPAA; SAML SSO, SCIM | **Full:** Strategy sessions on all plans; project delivery on top plans | **Limited or vendor-run:** Quoted annual subscriptions only; median about $49,000 | | 9. Great Question | **Full:** Your team, self-serve | **Partial:** Beta: create studies and add candidates; no launch | **Partial:** 95+ tools: build studies, invite your own customers | **Partial:** Scripted or free guide; tone and follow-up limits | **Full:** Interviews, surveys, prototype and desktop screen tests, AI moderator | **Full:** Your own customer CRM, plus User Interviews or Respondent | **Full:** Funding and launch approvals, team wallets, SSO, SCIM | **Full:** SOC 2 Type II; SAML SSO, SCIM; HIPAA excludes recordings and transcripts | **Partial:** Chat and email on all plans; CSM on Enterprise | **Partial:** $129 per seat self-serve; quoted Enterprise contracts | | 10. Strella | **Full:** Your team, after a demo | **Missing or unknown:** None | **Partial:** Customers only; launches studies | **Partial:** Study-wide guidance and per-question probing | **Full:** AI voice interviews, screen and iPhone screen share, prototype tasks, card sort, surveys | **Partial:** Respondent, User Interviews, your own users | **Partial:** Unlimited workspaces, audit logs, MNPI checks | **Limited or vendor-run:** No certifications or SSO documented on its own pages | **Partial:** Email; dedicated account support | **Limited or vendor-run:** Quoted per seat, with prepaid recruitment credits | | 11. Sprig | **Full:** Your team | **Limited or vendor-run:** Read and export | **Partial:** Create drafts, no launch | **Missing or unknown:** On or off switch for AI follow-ups only | **Partial:** In-product surveys, asynchronous voice and video answers, prototype tasks | **Partial:** 300K+ panel, in-product intercepts | **Full:** SSO, roles, Editor Lite, MCP kill switch | **Partial:** SOC 2 Type II, SAML SSO; no PHI allowed, US hosting only | **Full:** In-app chat, email; Slack channel and a Specialist on Enterprise | **Limited or vendor-run:** Enterprise contracts only, based on response volume | | 12. Marvin | **Full:** Your team; free self-serve plan | **Partial:** Import files, surveys, and insights only | **Partial:** Search the repository, limited writes; no launch | **Partial:** Guide text, probing depth, branching | **Partial:** AI voice and video interviews, prototypes, intercepts (beta), call recording | **Missing or unknown:** None; bring your own participants | **Partial:** Roles, project access, SSO, SCIM, strong PII redaction | **Full:** SOC 2 Type II, ISO 27001, ISO 42001, HIPAA; EU hosting, SAML SSO, SCIM | **Partial:** Help center, email, phone; CSM and 24/7 support on Enterprise | **Partial:** Free plan; paid plans quoted per seat | | 13. Ballpark | **Partial:** Your team, with an optional managed tier | **Partial:** GraphQL: create studies, read responses | **Partial:** Create and edit; publish and recruit in beta | **Partial:** Discussion guide, follow-up count, voice | **Full:** Surveys, card sort, Figma, websites, iOS and Android screen, AI voice interviews (beta) | **Partial:** 3M+ panel, User Interviews, your own participants | **Partial:** Roles, SAML SSO, IP limits, access logs | **Full:** SOC 2 Type II; EU hosting, SAML SSO; HIPAA in progress | **Full:** In-app chat and email; research services included on Enterprise | **Partial:** Quoted Enterprise plans, 14-day trial, $1 to $4 per panel minute | | 14. Dialogue AI | **Partial:** Your team, or its research team end to end | **Missing or unknown:** None found; docs need a login | **Missing or unknown:** None found | **Missing or unknown:** AI drafts the guide; rule editing not documented | **Full:** AI voice and video interviews, iOS and Android screen, tasks, surveys | **Full:** Claimed 50M+ panel, Prolific, your own customers | **Missing or unknown:** SOC 2 Type II claimed; no roles, approvals, or SSO found | **Partial:** SOC 2 Type II and HIPAA claimed; no SSO found | **Limited or vendor-run:** Email, chat, and phone; no dedicated manager found | **Limited or vendor-run:** Quoted annual contracts in three tiers | | 15. SurveyMonkey | **Full:** Your team, self-serve | **Full:** Create surveys and collectors | **Full:** Claude and ChatGPT connectors create and send surveys | **Missing or unknown:** On or off switch only | **Limited or vendor-run:** Surveys only | **Full:** Audience panel, 335M+ people | **Partial:** Enterprise roles, survey score, PII controls | **Full:** ISO 27001; HIPAA, EU hosting, SAML SSO, SCIM (beta) on Enterprise | **Partial:** 24/7 email on all plans; phone on Premier and up | **Full:** Public prices, free plan, monthly or annual billing | | 16. Knit | **Limited or vendor-run:** Knit researchers, with AI; clients review | **Missing or unknown:** None found | **Missing or unknown:** None found | **Partial:** Objectives, interviewer persona, guardrails | **Partial:** Surveys, AI-moderated video questions, concept tests | **Full:** 65M+ through 15 panel suppliers, your own lists | **Missing or unknown:** Not public; Knit researchers review before fieldwork | **Partial:** SOC 2 Type 2, HIPAA, GDPR, COPPA; no customer SSO found | **Full:** Dedicated researcher on every project | **Partial:** Quoted annual subscription or per project | | 17. GetWhy | **Partial:** Your team after a demo, or its in-house research team | **Missing or unknown:** None found | **Missing or unknown:** None found | **Limited or vendor-run:** Editable guide; moderator model and criteria are fixed | **Partial:** AI video, voice, and text interviews with stimuli | **Full:** 300M+ through a vendor network, plus your own panel | **Partial:** Roles, project access, audit trail | **Partial:** ISO 27001, EU data residency; no customer SSO found | **Full:** Dedicated strategists, customer success, in-app chat | **Partial:** About $2,000 to $4,000 per study, on annual contracts | | 18. Voxpopme | **Partial:** Your team, with vendor review and full-service options | **Partial:** Create projects, capture video, webhooks; docs need a key | **Partial:** Early access: search, plan, and launch studies | **Partial:** Probing depth, per-question instructions, triggers | **Full:** Video questions, AI and live interviews, screen tasks, closed questions | **Full:** 3.5M+ people in 27 countries, your own lists, survey embeds | **Partial:** 3 roles, SSO, audit logs; no spend controls found | **Partial:** ISO 27001, ISO 42001; EU hosting, SSO; no HIPAA BAA found | **Full:** Onboarding included; chat and email with response targets; CSMs | **Limited or vendor-run:** Quoted annual subscription; services cost extra | | 19. Suzy | **Partial:** Your team or Suzy staff; AI interviews sold as managed | **Missing or unknown:** No public API; unspecified "custom APIs" on Enterprise | **Missing or unknown:** None found | **Partial:** Probing depth and tone | **Full:** Surveys, MaxDiff, AI voice and text interviews, live interviews, home tests | **Full:** 1M+ US panel, partners in 130+ markets, your own lists | **Partial:** Roles, SSO, SCIM, credit pools | **Partial:** SOC 2 Type 2, ISO 27001, ISO 27701, ISO 42001, SSO; no HIPAA | **Partial:** Chat and email by plan; CSM and research team on Enterprise | **Limited or vendor-run:** Quoted annual contracts; reported median about $99,000 | | 20. Bolt Insight | **Partial:** Your team with credits, or co-designed by its researchers | **Missing or unknown:** Claimed in a 2024 changelog; no public docs | **Missing or unknown:** None found | **Partial:** Editable guide, tone, and probe direction | **Full:** AI chat, voice, video, screen recording, tasks, quant | **Partial:** Partner panels and ads; 10M+ consumers, 335K+ B2B | **Limited or vendor-run:** Teams with shared credit pools; no SSO or roles found | **Partial:** SOC 2 Type II; no SSO or HIPAA found | **Full:** In-house researchers and a quality team on every project | **Partial:** Quoted credit plans; same price in every market | ## The platforms ### 1. Voicepanel: Research infrastructure **Best for:** Product builders, research teams, and AI agents that need the most compatible and flexible research platform. **Pricing:** An Enterprise contract, which includes the REST API, the MCP server, and custom AI rules, or pay-as-you-go one-off projects on the Agent plan. No seat licenses, and recruiting credits pay panel fees and incentives. **Customers:** Nestlé, Poshmark, NETGEAR, Gamma, Ancestry. Focus: Consumer brands and AI product teams. **Why Voicepanel? Because your research should plug into everything you build, and never wait in a vendor's queue.** Voicepanel is research infrastructure for people and agents. The app, the REST API, and the MCP server share one public study schema, so research fits into the tools and agents that your team already uses. With Grade, Voicepanel also takes research into the evals that product teams use to decide what ships. **Strengths** - Your code and your AI agents run real research. The REST API runs the whole loop, and the MCP server gives Claude and ChatGPT 41 tools. - Full control of the AI, with rules that you read and edit for 13 AI stages. - Every method in one study: AI interviews, usability tasks on websites, prototypes, and mobile apps, and surveys. - Recruitment from 10+ panels, your own customers, or your website, in 37 languages, with no seat licenses. **Limits** - No real-time visual intelligence: the AI moderator does not react to the participant's screen, as it does in Listen Labs, Outset, and Conveo (beta). - No dedicated researcher for every project. - Prices are quoted, not published. **Support:** Shared Slack channel on Enterprise; email on all plans ### 2. Qualtrics: Enterprise survey depth **Best for:** Large enterprises that run complex survey programs and need government-grade compliance. **Pricing:** Free plan with 500 responses. A self-serve research license costs $420 a month, billed annually. Enterprise contracts are quoted. **Customers:** Hilton, Shake Shack, Stanford Health Care, U.S. Department of State, Elevance Health. Focus: Hospitality, healthcare, and government. **Why Qualtrics? Because it has the deepest survey toolset and the broadest compliance set in this guide.** Qualtrics is the enterprise survey leader. It has the deepest survey methods and the broadest compliance set in this comparison. Its AI push centres on Edge Audiences, a synthetic panel. **Strengths** - The deepest survey toolset, including conjoint and MaxDiff, in 78 languages. - FedRAMP High, HITRUST, ISO 27001, and ISO 42001. - Project approvals and ExpertReview, an automated check before launch. **Limits** - Surveys come first. AI adds text follow-ups, but there are no voice or video interviews. - The API costs extra on top of the license, and the status of its MCP server is unclear. - Plan a real budget: buyers report a median contract of about $30,000 a year. **Support:** Chat, email, phone; priority support and a success manager in paid packages ### 3. UserTesting: Usability testing at scale **Best for:** Enterprises that run large usability programs with recorded and human-moderated sessions. **Pricing:** Quoted annual subscriptions. No self-serve paid plan. **Customers:** Wells Fargo, AWS, BT Group, Vitality. Focus: Financial services, telecom, and insurance. **Why UserTesting? Because it covers the most usability methods, with a large panel of its own.** UserTesting has the widest set of usability methods and a large panel. It merged with UserZoom in 2023 and bought User Interviews in 2026. AI moderation is in early access. **Strengths** - Native iOS and Android tests, prototypes, card sort, tree test, and live moderated sessions. - A 7M+ participant panel, plus the User Interviews network of professionals. - An MCP server that can create and launch tests and follows approval workflows (beta). **Limits** - AI-moderated interviews are still in limited early access. - Your code can read results, but it cannot build or launch a test. - Only 4 participant languages, and buyers report a median contract of about $41,000 a year. **Support:** 24/5 chat; dedicated consultant and CSM on Ultimate+ only ### 4. Outset: Vendor-run UX research **Best for:** UX research teams that want to hand study setup, fieldwork, and reporting to the vendor's research staff. **Pricing:** Quoted, based on "your research team, your research needs, and your support needs". **Customers:** Microsoft, Nestlé, Indeed, HubSpot, Glassdoor. Focus: Software and internet UX teams, plus consumer goods. **Why Outset? Because UX research teams can hand study setup and fieldwork to its research staff.** Outset runs AI-moderated interviews with strong agent access. It is a good fit when you want the vendor to do the research work: its pricing page sells guide programming, data collection, panel sourcing, and project management by the Outset team. **Strengths** - An MCP server that creates studies, sets up recruitment, launches, and analyzes. - Visual Intelligence: the AI moderator watches a screen share during a usability task, then asks about the clicks, hesitation, and friction it saw. - 25+ panel integrations and 40+ languages. - UX Evals for AI products, SOC 2 Type II, HIPAA, and ISO 42001. **Limits** - AI agents can drive it through MCP, but there is no REST API for your own code. - Demo only, with no public prices, and billing is by questions answered. - It also sells Digital Twins, which are synthetic stand-ins for real respondents. **Support:** Onboarding call, research experts, project management by plan ### 5. Conveo: Consumer concept research **Best for:** Consumer brands that run concept, pricing, and diary research. **Pricing:** Quoted, paid in credits. Outsourced research work goes to a marketplace of third-party agencies. **Customers:** Canva, JDE Peet's, Georgia-Pacific, Edgard & Cooper. Focus: Consumer goods (CPG), many in Europe. **Why Conveo? Because it has deep concept and pricing methods, with strong spend controls.** Conveo has deep consumer research methods and the strongest spend controls of the AI-native group. **Strengths** - Monadic concept tests, MaxDiff, Van Westendorp, Gabor-Granger, and diary studies. - Video analysis that detects emotions, brands, and products on camera, and a screen-watching moderator in private beta. - Spend approvals, launch approvals, and spend caps for partners. - An automated quality check on each topic guide. **Limits** - Your code can read finished studies and an AI agent can build one, but neither can launch it. - Interviews are asynchronous only, with no live conversation. - Demo only, with no public prices. **Support:** Email, in-app chat, researcher-led onboarding team ### 6. Listen Labs: Managed AI interviews **Best for:** Enterprises that want a managed AI interview program and have a large budget. **Pricing:** Quoted subscription plus credits. Contrary Research describes it as a managed engagement. **Customers:** Microsoft, Anthropic, Sweetgreen, Chubbies, Cognition. Focus: Tech and AI companies, plus consumer brands. **Why Listen Labs? Because it runs a managed AI interview program with strong agent access.** Listen Labs has one of the strongest AI interview products and a strong agent surface. It also runs as a services business: it staffs strategists and engagement managers, and it prices research like a consulting firm. **Strengths** - An MCP server that creates, edits, and launches studies and starts recruitment. - Visual Insights: the AI interviewer watches a live screen share and asks follow-ups in real time when behavior contradicts what a participant said. - MaxDiff, emotion analysis, and 100+ languages. - ISO 27001, ISO 27701, and ISO 42001. **Limits** - Budget for it: buyers report about $20,000 a year, plus $300 to $400 per interview. - It hires like a services firm. In September 2026, about 10 of 36 open roles were services roles, and 3 were engineering. - The REST API works only when you bring your own participants. **Support:** Email; in-house researchers and an engagement manager ### 7. Maze: Prototype tests for designers **Best for:** Product design teams that test Figma prototypes and live sites. **Pricing:** Free plan, a Starter plan paid by card, and a quoted Enterprise plan. Panel credits cost $5 each. **Customers:** Itaú Unibanco, Braze, Uizard, HqO. Focus: Banks and software product teams. **Why Maze? Because design teams can test Figma prototypes and live sites in one tool.** Maze mixes prototype tests, surveys, card sorts, and AI-moderated interviews in one tool, with clear panel pricing. Its developer access is limited. **Strengths** - AI-moderated voice interviews in 20 languages, and an AI voice block inside unmoderated studies. - Figma prototypes, live websites, native mobile tests, card sort, and tree test. - Transparent panel credits that include the participant incentive. **Limits** - An AI agent can read your Maze data, but it cannot create or launch a study. - The AI moderator, mobile tests, and moderated interviews need the Enterprise plan. **Support:** Email and help center; priority support and a CSM on Enterprise ### 8. Dscout: In-context mobile research **Best for:** Enterprise UX teams that run many diary, mobile, and usability studies, with a budget of $20,000 or more a year. **Pricing:** Quoted annual plans with flexible seats and activity credits. Buyers report a range of about $24,000 to $110,000 a year. **Customers:** T-Mobile, Best Buy, Lenovo, Bose, Vodafone. Focus: Consumer tech, telecom, and retail. **Why Dscout? Because it puts a vetted panel, diary studies, mobile usability tests, and AI interviews in one platform.** Dscout is a mature research platform from Chicago, founded in 2011, and customers run their own studies on it. In 2026 it added AI-moderated voice interviews in open beta and an MCP server that can build, recruit for, and launch studies. It sells custom annual subscriptions only. **Strengths** - An official MCP server with 60+ tools that drafts a study, sets targeting and incentives, recruits from the Dscout panel, and launches. - Whole-screen phone recording through native iOS and Android apps, for up to 40 minutes and 15 tasks. - 100K+ active, verified participants, 3M+ through partner panels, and private panels of your own customers. **Limits** - The AI moderator is desktop-only, in open beta, and cannot see the screen during a task. - No public prices. Buyers report a median contract of about $49,000 a year, plus incentives. - To build a study from code, use MCP: the REST API only manages panel members and users. **Support:** Strategy sessions on all plans; project delivery on top plans ### 9. Great Question: Research ops for enterprises **Best for:** Research operations teams that let many people run studies with their own customers, under admin approvals and budgets. **Pricing:** Self-serve costs $129 per seat a month, for up to 5 seats. Enterprise contracts are quoted, and buyers report a median of about $23,000 a year. **Customers:** ServiceNow, Canva, Brex, Miro. Focus: B2B software and fintech. **Why Great Question? Because large teams can recruit their own customers, run studies, and control spend in one platform.** Great Question is self-serve software that combines a CRM of your own participants, study methods, and an AI research repository. Its strengths are recruitment from your own customer data and controls for large teams. Its in-house AI moderator launched in August 2026 and is on the Enterprise plan only. **Strengths** - Admins can require approval before a study gets funds or goes live, and each team can have its own incentive wallet. - An MCP server with 95+ tools that builds studies and screeners and invites your own customers. - Recruit your own customers from Salesforce, Snowflake, or a CSV file at no fee per participant, or use the User Interviews or Respondent panel. **Limits** - Participants on a phone cannot share their screen, so you get audio and camera only. - The AI moderator, MCP, SSO, and a dedicated CSM need Enterprise, with at least 5 seats. - The HIPAA agreement does not cover recordings or transcripts. **Support:** Chat and email on all plans; CSM on Enterprise ### 10. Strella: Fast AI voice interviews **Best for:** In-house research teams that want fast AI voice interviews. **Pricing:** Quoted, per seat, with prepaid credits for recruitment. **Customers:** Amazon, Chobani, Duolingo, Daily Harvest. Focus: Consumer brands and tech; case studies are mid-market brands. **Why Strella? Because in-house teams get a deep AI voice moderator that they run themselves.** Strella is software that customers run themselves, with a deep AI voice moderator and fast releases. Access goes through a demo. **Strengths** - Voice interviews up to 90 minutes, with mobile screen sharing and live prototype tasks. - Moderator guidance for the whole study and probing instructions for each question. - 46 languages, and a connector for Claude and ChatGPT. **Limits** - Built for researchers, not for code: there is no public REST API. - The Claude and ChatGPT connector is for current customers only, with no public tool list. - No public prices, and recruitment goes through Respondent and User Interviews. **Support:** Email; dedicated account support ### 11. Sprig: In-product surveys **Best for:** Product teams that run in-product surveys on web and mobile. **Pricing:** Quoted Enterprise contracts based on response volume. **Customers:** Notion, Thumbtack. Focus: Consumer and B2B software. **Why Sprig? Because product teams can survey users inside their web and mobile apps.** Sprig moved from in-product surveys to an enterprise survey platform run by AI agents. It has good developer access for reading data, and clear controls on what agents can do. **Strengths** - In-product survey SDKs for web, iOS, Android, React Native, and Flutter. - A public REST API for exports, and an MCP server that creates draft studies. - SOC 2 Type II, SAML SSO, and admin controls on agent access. **Limits** - No live AI-moderated voice or video interviews. - An AI agent can draft a study, but it cannot launch one, and the REST API cannot create one. - Enterprise-only pricing since it dropped its public plans. **Support:** In-app chat, email; Slack channel and a Specialist on Enterprise ### 12. Marvin: Research repository and analysis **Best for:** Research teams that want one repository to analyze interviews, calls, surveys, and tickets. **Pricing:** Free plan with 5 uploads a month. Starter, Pro, and Enterprise are quoted per seat. **Customers:** Microsoft, VistaPrint, Criteo, Razorpay. Focus: Software and tech research teams. **Why Marvin? Because it brings interviews, calls, surveys, and tickets into one repository with cited AI answers.** Marvin (HeyMarvin) is a research repository with strong AI analysis. It added an AI interviewer in 2025 and a website intercept in beta. It is software that your team runs, with no managed research services, but it does not recruit participants. **Strengths** - 30+ integrations that bring calls, support tickets, and surveys into one repository, with cited AI answers. - Strong PII redaction, including face blur and voice changes, plus SOC 2 Type II, ISO 27001, ISO 42001, and HIPAA. - A free self-serve plan, and discussion-guide controls for probing depth and branching. **Limits** - You bring the participants. Marvin says recruitment "is not currently available inside the platform". - No native survey builder yet. Mixed-method studies are on the roadmap. - Strong for analysis, weak for fieldwork: the API only imports data, and MCP cannot launch a study. **Support:** Help center, email, phone; CSM and 24/7 support on Enterprise ### 13. Ballpark: Unmoderated usability tests **Best for:** Product and design teams that want unmoderated usability tests with unlimited seats. **Pricing:** Quoted Enterprise plans based on study volume, with a 14-day trial. A managed tier delivers research for you. **Customers:** Vodafone, Coventry Building Society, Soldo, Trade Me. Focus: UK and European telecom, finance, and tech. **Why Ballpark? Because it gives unlimited seats and responses for unmoderated usability tests.** Ballpark is a London usability testing platform from the team behind Marvel. Your team builds and runs the studies, and it now adds AI voice interviews and an MCP server. Many of its AI features are in beta, and you buy it through sales. **Strengths** - Surveys, card sorts, Figma prototypes, live websites, native mobile apps, and AI interview steps in one study. - Unlimited users and responses on Enterprise. Your own participants are free, and panel credits cost $1 to $4 per minute. - An MCP server that creates and edits studies, with publishing and recruitment in beta. **Limits** - Much of the new AI work is still in beta or behind a feature flag. - The GraphQL API does not document how to launch a study or recruit. - No public prices, HIPAA is still in progress, and there is no ISO 27001 certificate. **Support:** In-app chat and email; research services included on Enterprise ### 14. Dialogue AI: Mobile AI video interviews **Best for:** Consumer product and insights teams that want fast AI-moderated video interviews, including mobile usability sessions, with recruitment included. **Pricing:** Quoted annual contracts in three tiers, from a startup tier to a custom enterprise tier. There is no public price list, and the site shows only a demo form. **Customers:** Wayfair, Block, Nextdoor, Kalshi. Focus: US consumer tech and fintech. **Why Dialogue AI? Because its AI moderator runs voice and video interviews in native iPhone and Android apps that record the screen.** Dialogue AI is a Los Angeles startup, founded in 2025 by former Nextdoor staff, with a $6M seed round led by Lightspeed. Its AI moderator plans studies, recruits, runs voice and video interviews, and writes the synthesis. Its own research team also runs full studies. It publishes little about its API, AI control, governance, or prices. **Strengths** - Native iOS and Android participant apps record the screen, camera, and microphone while the AI moderator runs the interview. - A claimed global panel of 50M+ people, a Prolific partnership, and invites to your own customers. - Wayfair reports insights in 36 hours from 20 participants, and Kalshi ran 5+ studies in one week with one researcher. **Limits** - Hard to judge before a call: no public prices, and the founders describe three annual tiers. - The site does not say how you edit the moderator's rules, or describe roles, approvals, or SSO. - The developer docs need a login, and there is no MCP server. **Support:** Email, chat, and phone; no dedicated manager found ### 15. SurveyMonkey: Simple, low-cost surveys **Best for:** Teams that need simple, low-cost surveys without a sales call. **Pricing:** Free plan. Paid plans from $99 a month billed monthly, or less billed annually. Team plans from $30 per user per month. **Customers:** Golden State Warriors, Greyhound, Noom, Hornblower. Focus: Mid-market companies, sports, travel, and events. **Why SurveyMonkey? Because you can start a survey today, for free, without a sales call.** SurveyMonkey is the easiest survey tool to start with, and it publishes its prices. It stays a survey tool: it has no voice or video answers and no usability testing. **Strengths** - Public prices, a free plan, and full self-serve sign-up. - The Audience panel reaches 335M+ people in 130+ countries. - Claude and ChatGPT connectors that create and send surveys on all plans. **Limits** - It stays a survey tool: no AI interviews, voice or video answers, or real-time probing. - No usability, prototype, or screen-recording tests. - Need HIPAA? It is an Enterprise add-on, and the AI features turn off. **Support:** 24/7 email on all plans; phone on Premier and up ### 16. Knit: AI-native research agency **Best for:** Brand and insights teams that want an agency to deliver a finished report. **Pricing:** Quoted annual subscription with a respondent bank, or quoted per project. No public prices. **Customers:** Mars Wrigley, NASCAR, JBL, Timex. Focus: Consumer brands and trade associations. **Why Knit? Because a dedicated researcher runs each study with AI and delivers a finished report.** Knit calls itself "The AI-Native Research Agency". A dedicated Knit researcher runs each project with AI: Knit programs the survey, fields it, and delivers a branded report. Clients can review the work in the Knit platform. **Strengths** - Quantitative surveys and AI-moderated video questions with the same respondents in one study. - 65M+ respondents through 15 named panel suppliers, in 50+ languages. - SOC 2 Type 2, HIPAA, GDPR, and COPPA, with a senior researcher on every account. **Limits** - It works like an agency, so there is no self-serve plan, API, or MCP server. - Expect to wait: Knit's own comparison puts time to insights at 1 to 2 weeks. - No usability, prototype, or screen-recording tests. **Support:** Dedicated researcher on every project ### 17. GetWhy: Enterprise AI video interviews **Best for:** Enterprise consumer insights teams that test brands, concepts, and ads in many markets and want agency support. **Pricing:** No price list, and sales go through a demo. GetWhy says a study typically costs $2,000 to $4,000, on annual contracts invoiced in advance. **Customers:** eBay, Heineken, L'Oréal, Arla Foods, Maersk. Focus: Global consumer brands (CPG), many in Europe. **Why GetWhy? Because it runs AI-moderated video interviews in 100+ languages and can add a senior research team to do the work.** GetWhy started in Copenhagen in 2011 as UserTribe and took its current name in 2024. It sells AI-moderated video interviews with managed recruitment, and it markets a team of 70+ senior researchers who can run the work. You can run studies yourself, but only after a demo. **Strengths** - The AI moderator runs video, voice, or text interviews in 100+ languages. - A network of panel vendors that GetWhy says reaches 300M+ people in 100+ markets, plus your own panel. - An audit by Nucleus Research reports that eBay got insights in 3 working days instead of 15. **Limits** - Contracts run for a year, renew automatically, and are invoiced up front. - No documented usability tasks, survey blocks, or phone screen share. - It runs research for you, so there is no public API or MCP server to plug into. **Support:** Dedicated strategists, customer success, in-app chat ### 18. Voxpopme: Video feedback and showreels **Best for:** Consumer brands that want video feedback, showreels, and a partner to deliver projects. **Pricing:** Quoted annual subscription. Project delivery, advisors, and full-service research cost extra. **Customers:** Mars, Shell, Philips, Alaska Airlines, Liberty Mutual. Focus: Consumer goods (CPG), energy, and travel. **Why Voxpopme? Because it turns consumer video answers into showreels, with a services team to help.** Voxpopme started in 2013 as a video survey tool and now sells itself as a customer intelligence platform. It adds an English-only AI moderator, the Compass research agent, and an early-access MCP server. It is sold on annual contracts, and a large services team can run projects for you. **Strengths** - Video questions, AI and live interviews, screen tasks, and closed questions in one project. - A widget that embeds video questions in Qualtrics, Decipher, and Confirmit surveys. - ISO 27001, ISO 42001, and ISO 9001, plus more than 20 automated checks on participant quality. **Limits** - The AI moderator speaks English only and shows images only. - The Voxpopme team can review and approve your project before it launches. - Developer access is gated: the API docs need a key, and MCP needs an onboarding call. **Support:** Onboarding included; chat and email with response targets; CSMs ### 19. Suzy: Fast consumer panel research **Best for:** Consumer brand and marketing teams that want fast answers from a US consumer panel. **Pricing:** Quoted annual contracts paid in credits. The public pricing page was removed in 2026. **Customers:** Walmart, PepsiCo, Mondelēz, Estée Lauder, DoorDash. Focus: US retail and consumer goods (CPG). **Why Suzy? Because brand teams get fast answers from its own US consumer panel, with quant and qual in one place.** Suzy is a consumer research platform built on its own US panel. In April 2026 it relaunched as a "decision engine" for marketing, with AI agents that search past studies and draft deliverables. It offers a self-serve interface, but its AI-moderated interviews were sold as fully managed by Suzy staff. **Strengths** - Surveys, MaxDiff, TURF, AI voice interviews, live interviews, and in-home usage tests in one platform. - An owned US panel of 1M+ members, partner panels in 130+ markets, and bot detection. - SOC 2 Type II, ISO 27001, ISO 27701, and ISO 42001. **Limits** - The highest reported price in this guide: a median contract of about $99,000 a year. - AI interviews run in 8 markets, and you cannot see or edit the AI prompts. - A closed platform, with no public API or official MCP server. **Support:** Chat and email by plan; CSM and research team on Enterprise ### 20. Bolt Insight: Global CPG qual at scale **Best for:** Large consumer goods insights teams that test concepts, packs, and ads in many countries at once. **Pricing:** Quoted credit plans with no public price list. The price is the same in every market. **Customers:** Unilever, Danone, Reckitt, Haleon, Vodafone. Focus: Global consumer goods (CPG). **Why Bolt Insight? Because it pairs AI-moderated interviews in 50+ languages with an in-house research team.** Bolt Insight is a London AI research platform, founded in 2019, with a large in-house research team. The team co-designs studies, checks quality, and writes reports, and customers can also run projects themselves with credits. It still sells itself as full-service. **Strengths** - The vendor says it has interviewed 5M+ consumers in 90 markets, for customers such as Unilever, Danone, and Reckitt. - One UX study can combine website or Figma tasks with screen and webcam recording, and the AI checks each recording for task completion. - Video emotion analysis flags gaps between what participants say and what they do. **Limits** - Sessions stop at 30 minutes and 20 questions, with at least 10 participants a project. - Participants chat in a mobile browser, with no native app or phone screen share. - Nothing documented for developers: no public API docs or MCP server. **Support:** In-house researchers and a quality team on every project ## Why teams choose Voicepanel Why Voicepanel? Because your research should plug into everything you build, and never wait in a vendor's queue. ### Trusted by enterprise teams Nestlé, Poshmark, NETGEAR, Gamma, and Ancestry run their research on Voicepanel. Ancestry reports research 10 times faster than with its survey vendors, at one third of the budget, across 100+ completed projects. [Read the Ancestry case study](https://www.voicepanel.com/case-studies/ancestry). ### Your AI agents can run the research Connect Claude, ChatGPT, or your own code, and it can build a study, recruit real people, and analyze the answers. The REST API runs the whole loop, and the MCP server has 41 tools. Both use one public study schema. We found no other platform in this guide that publishes its full schema. The REST API and the MCP server come with an Enterprise contract. [Read the study reference](https://www.voicepanel.com/docs/study-reference). ### You can see and change the AI Most platforms let you give the AI moderator a few instructions. With Voicepanel, you read and rewrite the actual rules for 13 AI stages, from study design and screeners to probing and analysis. For most stages, you can test a change on sample data before you save it. Custom AI rules come with an Enterprise contract. ### Any method, any participant Mix AI conversation, voice answers, rating questions, and usability tasks in one study. Test websites, prototypes, mobile apps, or physical products, and record the screen or an iPhone screen. Then recruit from 10+ panel partners, your own customers, or your website visitors, in 37 languages. ### Grade: research where product decisions happen Teams that build AI products decide what ships with evals, not slide decks. Grade takes research into that loop. It is an expert judge, calibrated against real feedback on your AI product, that scores every new output. Grade is in early access. [Learn about Grade](https://www.voicepanel.com/grade). ### Ready for large teams, with answers in Slack Set roles, require approval before a study goes live, and cap the cost of each study. On Enterprise, an AI reviewer checks every plan against your own research rules, and you share a Slack channel with the engineers who build Voicepanel. It is SOC 2 Type II, HIPAA, and GDPR compliant, and it does not train on your data. ## Where other platforms lead | Area | Leaders | Detail | | --- | --- | --- | | Visual intelligence | Listen Labs, Outset, Conveo | The AI moderator reads what is on the participant's screen. Listen Labs asks follow-ups in real time when behavior contradicts what a participant said. Outset asks about clicks, hesitation, and friction after each task. Conveo's version is in private beta. | | Emotion detection | Outset, Listen Labs, Conveo, Dscout, Bolt Insight | The AI reads facial expressions or voice cues and tags emotions in the recording. Conveo also detects brands and products on camera. The Dscout version is in beta. | | Fully managed research | Knit, Outset, Listen Labs, GetWhy, Bolt Insight | A dedicated researcher or project team runs each study for you. Knit assigns a researcher to every project at no extra cost. GetWhy markets 70+ senior researchers. | | Languages | Listen Labs, GetWhy, Qualtrics, SurveyMonkey | Listen Labs and GetWhy support 100+ languages, Qualtrics 78, and SurveyMonkey 56. | | Compliance breadth | Qualtrics, Suzy, Listen Labs, Outset, Marvin, Voxpopme | Qualtrics holds FedRAMP High and HITRUST. All six hold ISO 42001 for AI management. | | Survey depth | Qualtrics, Conveo | Qualtrics has conjoint and MaxDiff. Conveo has Van Westendorp and Gabor-Granger pricing questions. | | Usability breadth | UserTesting, Maze | Card sort, tree test, and human-moderated sessions. | | Spend approvals | Conveo, Great Question | An owner or admin approves spend before a study launches. Great Question also gives each team its own incentive wallet. | | Panel size | SurveyMonkey, Qualtrics | SurveyMonkey reaches 335M+ people and Qualtrics 200M+. | | Agents that launch panel studies | Listen Labs, Outset, Dscout | Their MCP servers can launch a study and start panel recruitment from a chat. | | Public prices | SurveyMonkey, Qualtrics | Both publish prices and offer a free plan. | | Mobile screen share on iOS and Android | UserTesting, Maze, Ballpark, Outset, Dscout, Dialogue AI | Participants record the phone screen through the vendor's app. On Ballpark, Outset, and Dialogue AI, the AI moderator works with the mobile session. | | Diary studies | Dscout | Participants record moments over days or weeks from their phones, with a vetted panel of 100K+ people. | | Research repository | Marvin | 30+ integrations bring calls, tickets, and surveys into one repository with cited AI answers. | ## Synthetic respondents versus a calibrated judge Several vendors now sell AI models that answer in place of people. Qualtrics sells Edge Audiences, Outset sells Digital Twins, Knit sells Digital Personas in beta, and Conveo offers study personas that it labels as simulated. Digital twins and synthetic personas both simulate the respondent. A digital twin predicts what a person would say from past data, so it repeats the past and cannot react to something new. A synthetic persona asks a language model to act as a type of customer, so it gives the model's average view of that group, not the views of your users. Neither has a ground truth, so nothing tells you when a simulated answer is wrong. Grade does not simulate respondents. It is an expert judge that scores the outputs of your AI product against a rubric built from real user feedback. Grade is provably calibrated: we measure its scores against the judgments of real users, so you know how far to trust each score. We manage the calibration for you. When your product or your users change, we run new research with real people and recalibrate the judge. Real people stay the source of truth, and the judge applies their standard to thousands of scenarios. ## Frequently asked questions ### What is the best AI research platform in 2026? Voicepanel is the best overall choice, and the most compatible and flexible platform for product builders and AI agents. It combines AI-moderated interviews, usability tasks, and surveys in one study, with a public schema, editable AI rules, a REST API, and an MCP server. For survey-only programs in regulated industries, Qualtrics is strong. For UX research teams that want the vendor to run studies, Outset offers managed services. ### Which enterprises use Voicepanel? Enterprise teams at Nestlé, Poshmark, NETGEAR, Gamma, and Ancestry run research on Voicepanel. Ancestry reports research 10 times faster than with its survey vendors, at one third of the budget, across 100+ completed projects. ### Which AI research platforms have an MCP server? Voicepanel, Listen Labs, Outset, and Dscout have official MCP servers that can launch studies and recruit. UserTesting (beta), Ballpark (publish in beta), Voxpopme (early access), Strella (customers only), Great Question (no launch), Maze (read-only), Conveo (no launch), Marvin (no launch), and Sprig (drafts only) have limited MCP servers. SurveyMonkey has Claude and ChatGPT connectors. The status of the Qualtrics MCP server is unclear. We found no MCP server for Suzy, Knit, GetWhy, Bolt Insight, or Dialogue AI. ### Which AI research platforms have a public REST API? Voicepanel, Qualtrics, SurveyMonkey, UserTesting, Listen Labs, Conveo, and Sprig have public REST APIs. The UserTesting, Conveo, and Sprig APIs only read data. The Listen Labs API can launch studies only with your own participants. Voicepanel's API can also recruit a panel and publish the study. Ballpark has a GraphQL API, Voxpopme's API docs need a key, and Marvin's API only imports data. Great Question has a beta API that creates studies but cannot launch them, and the Dscout API only manages private panels. Maze, Outset, Strella, Suzy, Knit, GetWhy, Bolt Insight, and Dialogue AI have no public API. ### Can I customize the prompts of an AI interviewer? Most AI interview platforms let you add instructions for the moderator, such as probing depth or topics to avoid. Voicepanel goes further: on an Enterprise contract, you can read and replace the rules for 13 AI stages, from study creation and screening to probing, conversation, and analysis. ### Are AI-native research companies software or agencies? It varies. Knit calls itself "The AI-Native Research Agency", and a Knit researcher runs every project. Outset sells guide programming, data collection, and project management on its pricing page. Listen Labs staffs strategists and prices like a consulting firm, according to Contrary Research. GetWhy and Bolt Insight sell software with large in-house research teams, and the Dialogue AI research team also runs full studies. Conveo, Strella, and Sprig are software, but all three sell through demos. Voicepanel is infrastructure that your team and your agents run, with support from the team that builds it. ### Do synthetic respondents replace real people? No. Digital twins and synthetic personas simulate respondents from past data or a language model's general knowledge, and nothing checks their answers against your users. They can help you draft a study, but they cannot tell you something new about real customers. Grade takes a different approach: it is an expert judge for AI products, provably calibrated against real user feedback, and Voicepanel manages the calibration for you. ### What support does Voicepanel offer? Every plan includes email support. Enterprise customers also get a shared Slack channel with the team that builds Voicepanel, hands-on onboarding, and priority input on the roadmap. ### How much does Voicepanel cost? Voicepanel is flexible. Buy one project at a time on the pay-as-you-go Agent plan, or sign an Enterprise contract for full platform access, including the REST API, the MCP server, and custom AI rules. There are no seat licenses, and recruiting credits pay panel fees and incentives directly. ## Sources Checked in September 2026. **1. Voicepanel** - [MCP documentation](https://www.voicepanel.com/docs/mcp) - [Study reference](https://www.voicepanel.com/docs/study-reference) - [REST API reference](https://app.voicepanel.co/api/docs) - [Pricing and support](https://www.voicepanel.com/pricing) - [Ancestry case study](https://www.voicepanel.com/case-studies/ancestry) - [Grade](https://www.voicepanel.com/grade) - [Trust Center](https://trust.voicepanel.com/) **2. Qualtrics** - [Customer stories](https://www.qualtrics.com/customers/) - [Security](https://www.qualtrics.com/platform/security/) - [X4 2026 market research release](https://www.qualtrics.com/news/new-market-research-capabilities-x4-2026/) - [API overview](https://www.qualtrics.com/support/integrations/api-integration/overview/) - [Vendr pricing data](https://www.vendr.com/marketplace/qualtrics) - [Self-service licenses](https://www.qualtrics.com/support/getting-started-qualtrics/free-accounts-trials/self-service-licenses/) - [Conversational feedback](https://www.qualtrics.com/support/survey-platform/survey-module/editing-questions/conversational-feedback/) - [Contacting support](https://www.qualtrics.com/support/getting-started-qualtrics/support-portal/product-technical-support/) - [UX Testing app (mobile)](https://www.qualtrics.com/support/survey-platform/my-projects/unmoderated-user-testing/ux-testing-app/) **3. UserTesting** - [Customer stories](https://www.usertesting.com/customers) - [Security overview](https://www.usertesting.com/sites/default/files/2023-03/UserTesting-information-security-overview.pdf) - [Data residency](https://help.usertesting.com/hc/en-us/articles/11880353116061-Data-residency-and-storage) - [Plans](https://www.usertesting.com/plans) - [Vendr pricing data](https://www.vendr.com/marketplace/usertesting) - [MCP launch](https://www.usertesting.com/company/newsroom/press-releases/usertesting-brings-human-insight-directly-ai-workflows-new-mcp) - [Results API](https://help.usertesting.com/hc/en-us/articles/33281478211997-Results-API) - [AI moderation](https://www.usertesting.com/platform/ai-moderation) - [Mobile testing FAQ](https://help.usertesting.com/hc/en-us/articles/11880357178269-Mobile-testing-FAQs) **4. Outset** - [Customers](https://outset.ai/customers) - [Trust and safety](https://outset.ai/trust-safety) - [Pricing](https://outset.ai/pricing) - [Visual Intelligence](https://help.outset.ai/articles/8510880853-digital-intelligence) - [Emotional Intelligence](https://help.outset.ai/articles/1255711060-emotional-intelligence) - [Outset MCP](https://outset.ai/resources/changeblog/outset-mcp) - [Digital Twins](https://outset.ai/digital-twins) - [Platform](https://outset.ai/platform) **5. Conveo** - [Customer stories](https://conveo.ai/insights) - [Homepage testimonials](https://conveo.ai) - [Privacy policy](https://conveo.ai/privacy-policy) - [API reference](https://conveo.ai/docs/api-reference/index.md) - [Task Observation (private beta)](https://conveo.ai/docs/setup-to-launch/event-detection.md) - [Emotion and brand detection](https://conveo.ai/changelog/video-insights-emotion-brand-detection) - [MCP tools](https://conveo.ai/docs/api-reference/mcp-tools.md) - [Research services](https://conveo.ai/docs/settings-and-management/research-services.md) - [Series A](https://conveo.ai/mediakit/series-a) **6. Listen Labs** - [Case studies](https://listenlabs.ai/case-studies) - [Trust center](https://trust.listenlabs.ai/) - [Enterprise security article](https://listenlabs.ai/articles/enterprise-ai-qualitative-research/) - [Visual Insights](https://listenlabs.ai/blog/visual-insights) - [Contrary Research profile](https://research.contrary.com/company/listen-labs) - [API overview](https://docs.listenlabs.com/api-v2/overview.md) - [AI moderator](https://listenlabs.ai/features/ai-moderator) - [Open roles](https://jobs.ashbyhq.com/listenlabs) - [Desktop and mobile screen share](https://docs.listenlabs.ai/setup-to-launch/desktop-and-mobile-screensharing) **7. Maze** - [Customers](https://maze.co/customers/) - [Security](https://maze.co/security/) - [Data location](https://help.maze.co/articles/7525747599-where-does-maze-store-data) - [Maze MCP](https://maze.co/blog/introducing-maze-mcp/) - [AI moderator instructions](https://help.maze.co/articles/4725806286-ai-moderator-discussion-instructions) - [Panel credits](https://help.maze.co/articles/2270887486-how-much-do-panel-credits-cost) - [Maze AI](https://maze.co/ai/) - [Getting help](https://help.maze.co/articles/2575664683-getting-help-from-maze) - [App tests (mobile)](https://help.maze.co/articles/2710830818-app-tests) **8. Dscout** - [Customer stories](https://dscout.com/customers) - [Trust center](https://trust.dscout.com/) - [SCIM provisioning](https://help.dscout.com/account-management/user-management-and-security/user-provisioning-scim) - [MCP tools](https://help.dscout.com/dscout-ai/dscout-mcp/dscout-mcp-tools) - [MCP launch](https://aithority.com/machine-learning/dscout-launches-mcp-to-make-it-easy-to-get-feedback-without-leaving-your-ai-workflow/) - [AI-moderated studies](https://help.dscout.com/ai-moderated-studies/what-are-ai-moderated-studies) - [Visual intelligence](https://help.dscout.com/ai-moderated-studies/analyze-an-ai-moderated-study/visual-intelligence) - [Usability features by device](https://help.dscout.com/usability-tests/what-are-usability-tests-in-dscout/usability-testing-features-by-device) - [Pricing](https://www.dscout.com/pricing) - [Vendr pricing data](https://www.vendr.com/marketplace/dscout) **9. Great Question** - [Customer stories](https://greatquestion.co/customers) - [HIPAA](https://greatquestion.co/features/hipaa) - [Security and data retention](https://greatquestion.co/support/account-administration/security-data-retention) - [Pricing](https://greatquestion.co/pricing) - [MCP tools](https://greatquestion.co/support/integrations/mcp-available-tools.md) - [AI moderator launch](https://greatquestion.co/blog/agentic-ai-moderation) - [Roles and approvals](https://greatquestion.co/support/account-administration/user-roles-and-permissions.md) - [Website tests and mobile limits](https://greatquestion.co/support/studies/unmoderated-website-tests.md) - [Vendr pricing data](https://www.vendr.com/marketplace/great-question) **10. Strella** - [Case studies](https://www.strella.io/case-studies) - [Privacy policy](https://www.strella.io/privacy-policy) - [Series A (names Amazon and Chobani)](https://www.strella.io/blog/series-a) - [AI connector](https://www.strella.io/blog/strella-everywhere-you-work-introducing-our-ai-connector) - [Changelog](https://www.strella.io/changelog) - [Product](https://www.strella.io/product) - [Bessemer profile](https://www.bvp.com/atlas/strella-transforming-qualitative-research-from-a-bottleneck-into-an-ai-superpower) **11. Sprig** - [Customers](https://sprig.com/customers) - [Security standards](https://sprig.com/security-standards) - [DPA](https://sprig.com/dpa) - [Pricing](https://sprig.com/pricing) - [Sprig MCP](https://docs.sprig.com/docs/native-ai/sprig-mcp) - [REST API](https://docs.sprig.com/reference/sprig-api/overview) - [Support](https://docs.sprig.com/docs/support-privacy-and-technical/support) **12. Marvin** - [Customer stories](https://heymarvin.com/customers) - [Security](https://heymarvin.com/security) - [Pricing](https://heymarvin.com/pricing) - [API docs](https://docs.heymarvin.com/) - [MCP tools](https://help.heymarvin.com/en/articles/13761371-access-marvin-data-in-mcp-compatible-tools) - [Live interviews and recruitment](https://heymarvin.com/product/live-interviews) - [AI interviewer](https://help.heymarvin.com/en/articles/11402590-how-do-i-use-ai-interviewer) - [Integrations](https://heymarvin.com/product/integrations) **13. Ballpark** - [Case studies](https://ballparkhq.com/customers) - [Security](https://ballparkhq.com/security) - [Pricing](https://ballparkhq.com/pricing) - [Research services](https://ballparkhq.com/research-services) - [MCP tools](https://ballparkhq.com/developers/tools) - [API](https://ballparkhq.com/developers) - [AI interviews (beta)](https://help.ballparkhq.com/en/articles/13046183-ai-interviews-beta) - [Recruitment methods](https://help.ballparkhq.com/en/articles/8329847-choose-a-recruitment-method) - [Ballpark Research app (mobile)](https://help.ballparkhq.com/en/articles/16053884-the-ballpark-research-app) **14. Dialogue AI** - [Homepage](https://www.dialogueai.com/) - [Wayfair case study](https://www.dialogueai.com/blog/wayfair-case-study) - [Block case study](https://www.dialogueai.com/blog/block-case-study) - [Seed round and pricing (Business Insider)](https://www.businessinsider.com/dialogue-ai-pitch-deck-seed-round-market-research-2025-10) - [Prolific partnership](https://www.dialogueai.com/blog/dialogue-prolific-partnership) - [Privacy policy](https://www.dialogueai.com/privacy-policy) - [iOS app](https://apps.apple.com/us/app/dialogue-ai-app/id6764693950) - [Android app](https://play.google.com/store/apps/details?id=com.dialogueai.app) **15. SurveyMonkey** - [Customer stories](https://www.surveymonkey.com/customers/) - [Security statement](https://www.surveymonkey.com/mp/legal/security/) - [Enterprise features](https://help.surveymonkey.com/en/surveymonkey/teams/enterprise-feature-list/) - [Pricing](https://www.surveymonkey.com/pricing/) - [API](https://api.surveymonkey.com/v3/docs) - [Claude connector](https://help.surveymonkey.com/en/surveymonkey/integrations/claude-app/) - [Audience panel](https://www.surveymonkey.com/product/features/audience-panel/) - [Support hours](https://help.surveymonkey.com/en/surveymonkey/site/support-hours/) **16. Knit** - [Case studies](https://goknit.com/case-studies) - [Homepage](https://goknit.com) - [What an AI-native research agency is](https://goknit.com/resources/blog/what-it-means-to-be-an-ai-native-research-agency) - [Subprocessors and panels](https://goknit.com/subprocessors) - [Sample and fielding](https://goknit.com/capabilities/sample-fielding) - [Trust center](https://trust.goknit.com/) - [Digital Personas](https://personas.goknit.com/) **17. GetWhy** - [Customers](https://www.getwhy.io/customers) - [Homepage](https://www.getwhy.io/) - [AI-moderated interviews](https://www.getwhy.io/platform/ai-moderated-interviews) - [Recruitment](https://www.getwhy.io/platform/recruitment-agent) - [Security](https://www.getwhy.io/security) - [Price per study](https://www.getwhy.io/marketing-function) - [Series A extension](https://www.eu-startups.com/2025/07/copenhagen-based-getwhy-raises-additional-e17-million-for-their-market-research-platform/) **18. Voxpopme** - [Case studies](https://www.voxpopme.com/learn/case-studies/) - [Security](https://www.voxpopme.com/security/) - [AI policy](https://ai-policy.voxpopme.com/) - [Services](https://www.voxpopme.com/services/) - [AI moderator FAQ](https://www.voxpopme.com/learn/blog/ai-moderator-faqs/) - [MCP server](https://www.voxpopme.com/research-agent/mcp/) - [API introduction](https://support.voxpopme.com/hc/en-gb/articles/360004549798-Introduction-to-our-API) - [Project review before launch](https://support.voxpopme.com/hc/en-gb/articles/360008557637-Project-Setup-Wizard-Creating-your-Survey) - [ISO certification](https://www.voxpopme.com/security/iso-certification/) **19. Suzy** - [Case studies](https://www.suzy.com/case-studies) - [Homepage testimonials](https://www.suzy.com/) - [Enterprise security](https://www.suzy.com/enterprise-security) - [Decision engine relaunch](https://www.suzy.com/blog/her-name-is-suzy-shes-your-decision-engine) - [Suzy Speaks launch](https://www.suzy.com/blog/suzy-unveils-suzy-speaks-a-new-era-in-conversational-research) - [Trust center](https://www.suzy.com/trust-center) - [Vendr pricing data](https://www.vendr.com/marketplace/suzy) - [CEO change and funding](https://www.suzy.com/blog/suzy-names-bryan-silverman-chief-executive-officer-announces-new-round-of-funding) **20. Bolt Insight** - [Case studies](https://www.boltinsight.com/case-studies) - [SOC 2 Type II](https://www.boltinsight.com/articles/ensuring-security-soc-2-type-ii-certified) - [Bolt Intelligence launch](https://www.boltinsight.com/articles/bolt-insight-launches-bolt-intelligence) - [£7M funding](https://www.boltinsight.com/articles/bolt-insight-receives-7m-in-funding) - [UX testing](https://www.boltinsight.com/use-cases/ux-testing) - [FAQ](https://www.boltinsight.com/faqs) - [Product updates](https://www.boltinsight.com/product-updates) - [Video emotion analysis](https://www.boltinsight.com/articles/bolt-insight-launches-video-emotion-analysis)