Versive
YC W23San Francisco, US · Founded 2022 · 3 employees · 4 known investors
Versive is an AI-moderated research platform that conducts interviews, surveys, and usability tests with real users and synthetic personas, automatically transcribing, probing, and synthesizing findings into reports. The platform serves product teams, companies, and agencies conducting user research, concept validation, and market testing.
Also known as Mirio · getversive.com
Founders & leadership· Y Combinator alumni (W23)
Versive was founded in 2022 by David Correa Orozco and Eric Li.
Investors · 4
Company profile
researched Aug 2026Versive operates an AI-based research platform that lets teams run surveys, AI-moderated interviews, and concept and usability tests within a single study, using either real participants or AI-generated synthetic personas. Study creation can be done manually or generated by an agent from a document, prototype, or prompt. The platform's survey builder supports branching logic and more than 20 question types, and concept-testing methods include card sorting, tree testing, and tasks on Figma prototypes or live websites. An AI moderator conducts interviews, asks follow-up probes, and transcribes responses in dozens of languages, with controls such as limits on follow-up questions, participant instructions, and duration trackers.
On the analysis side, agents synthesize responses into reports containing summaries, themes, quotes, and recommendations with citations linking back to transcripts, and users can query study data in chat or export raw data. A separate product line, introduced via the company's Y Combinator launch, allows research teams to upload audio/video recordings or VTT transcripts of human-moderated interviews and receive per-interview summaries plus an aggregate study report. Participants can be sourced from Versive's own vetted B2C and B2B participant panels, from third-party panels such as Prolific, from a customer's own list via public or unique links and built-in email invitations with tracking, or through studies embedded in a customer's product using Versive's SDK. The company states it is SOC 2 Type II certified and GDPR compliant and does not train models on customer data.
Founding story
Co-founders Eric Li and David Correa Orozco had discussed building better survey tooling for years. Li, previously a product manager and designer, described running dozens of surveys and user interviews at startups and public companies and finding the recruit-schedule-interview-analyze-present cycle slow and tedious, which led teams to gather feedback less often than they should. The founders concluded that advances in AI made the problem tractable and built a new platform for that purpose, launching first tools in private beta in December 2023.
Business model
Versive sells software-as-a-service to companies and agencies, offering a free tier and free trial alongside a booked-demo sales path. Adjacent services include access to participant panels for recruiting and an SDK for embedding studies in customers' products. The company also operates a branded merchandise store at shop.getversive.com.
Subscription software with a free entry tier and paid plans following a free trial; participant recruiting through Versive's panels is offered alongside the platform, with incentive payments (e.g., gift cards) referenced for participants.
Traction
Y Combinator lists a team size of 3 and Active status. The company states its AI-moderated interviews have gathered in-depth feedback from thousands of users for leading brands and that it works with research, design, product, and customer experience teams; specific customer names and revenue figures are not disclosed in available sources.
Latest developments
Product updates posted on the company site in August 2026 cover Memory, an interviewer that learns from prior interviews (August 20, 2026); a Versive MCP server for running research from an AI agent (August 18, 2026); conjoint analysis, default languages, and performance improvements (August 14, 2026); and Prolific recruiting with per-channel links (August 13, 2026).
▸Full profile — market position, technology, go-to-market, geography, history, risks & controversies
Market position
Positioned as an all-in-one AI research platform combining qualitative and quantitative methods, competing with traditional survey and forms tools and with research operations platforms; Y Combinator categorizes it under SaaS, B2B, design tools, market research, and artificial intelligence. In its launch post the company criticized incumbent survey vendors for clunky builders and opaque enterprise-only pricing.
Versive emphasizes combining AI-moderated interviews, quantitative and qualitative survey questions, and usability testing in one study, and the option to test with real users, AI synthetic personas, or both. Other stated differentiators are agent-driven study creation and analysis, multilingual AI moderation with adaptive follow-up probing, multiple recruiting channels including embedded in-product studies, and enterprise security posture (SOC 2 Type II, GDPR, no model training on customer data).
Technology
AI agents underpin study creation from documents, prototypes, or prompts; an AI moderator that probes and transcribes in dozens of languages; synthetic personas that respond to concepts in place of human participants; and analysis agents producing citation-backed summaries, themes, and recommendations from transcripts. Supporting components include a survey engine with branching logic and 20+ question types, card sort and tree test tooling, Figma and website task testing, conjoint analysis, an embeddable SDK, and an MCP server for agent access.
Go-to-market
Self-serve signup with a free tier and free trial, plus demo requests and direct contact for larger teams; the company says it works with research, design, product, and customer experience teams and "leading brands." Distribution also includes an MCP server so studies can be launched and analyzed from AI agents, an SDK for in-product studies, and LinkedIn and blog-based product communications.
Research, product, design, brand and marketing, and customer experience teams at companies, plus research and design agencies; use cases include user research, concept and prototype validation, messaging and brand testing, usability testing, and large-sample market research, across B2C and B2B audiences.
Geography
Headquartered in San Francisco per Y Combinator's company listing; co-founder Eric Li has described living in Brooklyn, New York. The platform supports interviews and transcription in dozens of languages and serves customers worldwide, and its merchandise store prices in multiple currencies.
History
Versive was founded in 2022 and participated in Y Combinator's Winter 2023 batch, with Aaron Epstein as primary partner. It publicly introduced itself in December 2023 as an AI-first survey platform, with its first tools in private beta. The product subsequently broadened from adaptive AI surveys to AI-moderated interviews, then to AI synthesis of human-moderated interview recordings, and later to a combined platform spanning surveys, interviews, usability and concept testing, and synthetic personas. Product updates published in August 2026 include an interviewer memory feature and an MCP server.
Risks & controversies
A separate machine-learning company also named Versive (formerly Context Relevant, Seattle, acquired by eSentire in 2018) shares the name, creating potential brand ambiguity. As a three-person company, Versive depends on a small team, and its use of synthetic personas and AI moderation places it in an area where data privacy and research-validity expectations are handled through stated SOC 2 Type II certification, GDPR compliance, and a no-model-training commitment.
Compiled by commissioned research from 8 cited public sources — announcements, filings, and press listed under research sources below.
Key figures
latest reportedCompany-reported or press-reported figures, each dated to when it was claimed — not independently audited.
Competitors · 5
by search overlapCompanies competing with Versive for the same Google search keywords, organic and paid, via search-intersection analysis.
Timeline · 7
launches, deals, and filingsMCP server that lets users launch and analyze studies from their AI agent.
Update adding recruiting from Prolific and separate links for each recruiting channel.
Y Combinator launch of a product that turns uploaded interview recordings or VTT transcripts into per-interview summaries and aggregate study reports with quotes, takeaways, citations, and chat over study data.
The company publicly announced Versive, an AI-first survey platform with AI surveys that adapt to responses and ask follow-up questions, plus a dashboard for natural-language survey building and automatic response categorization and analysis. First tools available in private beta.
Versive is listed in the Y Combinator directory as a Winter 2023 company, with Aaron Epstein as primary partner.
Dated company events from announcements, filings, and press; legal rows summarize public dockets and regulator releases.
In the news
▸Research sources · 8
primary sources listed
- Versivegetversive.com · web
8 public sources were cited for this profile; the first-party ones are listed here.
Frequently asked questions
- What does Versive do?
- Versive is an AI research platform for running surveys, AI-moderated interviews, and usability tests with real or synthetic users.
- Who founded Versive?
- Versive was founded by David Correa Orozco, Eric Li in 2022.
- Who are Versive's investors?
- Versive's investors include Y Combinator, Bloomberg Beta, Madrona Venture Group, Work-Bench.
- Where is Versive headquartered?
- Versive is headquartered in San Francisco, US.






