Conveo vs. Versive: AI research platforms compared

Compare Conveo and Versive on interview modes, question types, recruiting, analysis, languages, and AI usability testing.

Versive combines two stages of research in one workspace: AI personas can preflight Figma prototypes, live websites, and images, then AI-moderated studies can validate the findings with real participants. Those studies support text, voice, or video and more than 20 conversational, structured, and task-based question types.

Conveo focuses on asynchronous, video-first qualitative research with real participants. Its workflow includes AI-moderated voice and video interviews, a published language list that includes options outside Versive's documented set, and presentation-oriented outputs such as highlight reels and report decks. Claims about Conveo below reflect its public materials as of August 2026; verify decision-critical details against its current product.

What Versive is

Versive has two product lines in one workspace:

Studies are AI-moderated interviews and surveys with real participants, in text, voice, or video. The AI moderator asks your questions, probes with adaptive follow-ups, and keeps the conversation on track. Its personality, guidelines, follow-up depth per question, and quality or fast modes are configurable. Studies support 20+ question types, conditional branching, screen-out logic, quotas, and translation into 20 languages.

AI tests run usability evaluations with AI personas instead of recruited participants. Import a Figma prototype, paste a website URL, or upload design images, and get a report with transcripts, screenshots, and prioritized recommendations in minutes. Website tests use a real browser, where the AI user completes tasks on your live site. Personas can be generated from your own research data and reused across tests.

Versive's product lines share a workspace and credit allowance but use different result views. Studies provide themes, sentiment, attributed quotes, charts, and PDF or CSV exports. AI tests provide per-run transcripts and screenshots, aggregated recommendations, and PDF export. Versive offers a free trial with self-serve signup. Its embed SDK, Enterprise REST API, webhooks, and MCP server connect research to a product or workflow. Versive is backed by Y Combinator and SOC 2 Type 2 certified.

What Conveo is

Conveo is a qualitative research platform founded in 2024 and based in Antwerp, Belgium. It went through Y Combinator's Summer 2024 batch, raised a seed round in 2025, and has reported enterprise customers in consumer goods and tech. The company positions AI-moderated video and voice interviews as a way to shorten qualitative fieldwork.

The workflow covers study design, recruiting, asynchronous interviews, and analysis. You design a study from scratch or a template, recruit participants through integrated B2C and B2B panels or your own audience, and run interviews moderated by an AI that listens, probes for depth, and builds each question on prior answers. Conveo's published language list includes options outside Versive's documented 20-language set, with translation into the reporting language. It can also embed Figma prototypes as stimuli during interviews.

On the output side, Conveo generates executive summaries, thematic analysis, and sentiment insights, and links findings back to time-stamped video. It also produces highlight reels and slide decks for stakeholder presentations. The video-first approach records tone, hesitation, and facial expressions that text responses do not record.

AI-persona preflight and real-participant validation

Versive can run an AI test before participant recruitment, then use a study with real participants to check whether the same issues appear. AI personas evaluate Figma prototypes, live websites, and uploaded designs through a dynamic interview or a heuristic evaluation against Nielsen's usability heuristics or custom criteria.

Conveo generates AI personas from interview data and lets teams chat with them or upload images and videos for reactions. Its public documentation does not describe those personas operating Figma prototypes or live websites as a separate usability-testing workflow.

AI personas are not a substitute for real participants. See what are synthetic users for guidance on when to trust them. Treat their output as preflight evidence and validate consequential findings through real-participant research.

Interview modes and question types

Both platforms run AI-moderated conversations, but they differ in how much structure you can build around them.

Versive treats conversation as one question type among many. A single study can combine AI conversational questions with structured formats such as NPS, rating and matrix scales, star ratings, ranking, card sorts, point allocation, prototype tasks with goal detection, and media uploads. Follow-up limits and duration targets are configurable per AI question. This supports mixed-method sessions, such as a concept test that captures a rating and then probes the reason, or a churn survey that branches into a depth interview for detractors.

On logic, Versive supports conditional branching with jump, end-interview, redirect, and screen-out actions, plus quotas and device enforcement. If your studies need screeners, quota cells, or different paths for different segments, that structure is built in.

Conveo is conversation-first: asynchronous voice and video interviews where questions may be displayed as text and the AI moderator carries the session. It also documents open-ended, single-select, multi-select, and MaxDiff questions, plus stimuli, routing, screeners, and quotas. Its published language list includes languages outside Versive's 20-language set.

Recruiting participants

Versive gives you four recruiting routes: share links, email outreach, embedding interviews directly in your product with the @getversive/embed SDK, or integrated recruiting through Prolific and Respondent. Screener questions with screen-out logic, quotas, and fraud detection apply regardless of the source. The embed route lets product teams recruit their own users in context, which may improve relevance and avoid panel costs.

Conveo offers integrated B2C and B2B panel access and lets you bring your own audience, with screening and panel coordination handled through the platform. Interviews are asynchronous, so they do not require calendar scheduling.

Analysis and outputs

Both platforms lean on AI analysis, with different signature outputs.

Versive generates per-interview summaries, sentiment with reasoning, quality scoring, cross-response theme extraction, and quote attribution with timestamps, plus auto-generated charts for the quantitative question types. You can create custom insight prompts for analysis views specific to your research question, export formatted PDF reports and raw CSV, and cut video clips from interviews. Versive also exposes the research programmatically through an Enterprise REST API and an MCP server, so AI assistants like Claude can query results or build studies in conversation.

Conveo produces automatic highlight reels and slide decks, with insights linked to time-stamped video. Its analysis includes executive summaries, thematic coding, and emotional and sentiment signals from voice and video, with CSV, Excel, and transcript exports also documented. These outputs retain tone, hesitation, facial expression, and participant video.

Comparison at a glance

Why teams choose Versive

• Usability work can precede the interview study. AI personas can review a prototype, website, or image before recruiting, and consequential findings can then be checked with real participants.
• Structured measures can sit inside a depth interview. More than 20 question types combine adaptive conversation with scales, rankings, card sorts, allocation, and usability tasks.
• Teams can choose text, voice, or video AI moderation. Follow-up depth and moderator guidelines remain configurable instead of being fixed across studies.
• A self-serve free trial is available. Teams can evaluate the workflow before deciding whether a paid plan fits.
• Research can run inside the product and connect to other tools. The embed SDK handles in-product studies, while the Enterprise REST API, webhooks, and MCP server support programmatic workflows.

When to consider Conveo

Conveo may fit when:

• The study uses asynchronous video interviews as its primary participant experience.
• A required participant language is not in Versive's documented 20-language set and is present in Conveo's current list.
• The deliverable requires Conveo's generated quote reels or editable PowerPoint decks.
• Your workflow matches Conveo's documented consumer-insights use cases and operating model.

How to evaluate

Pilot one small study in both products and compare moderator behavior, transcripts, analysis, and setup effort. In Versive, review and edit the AI-generated study before launching it to your own users or a panel. For a prototype project, compare an AI test with subsequent real-participant findings rather than treating synthetic output as validation.

Sources and methodology

Conveo claims were checked against its current product overview, study setup documentation, and API/MCP documentation. Versive claims link to the relevant product documentation throughout this page.

Information is based on publicly available vendor documentation as of August 20, 2026. Features, availability, and pricing may change.