Outset vs Conveo vs CleverX: which includes a panel?
All three platforms run AI-moderated interviews. Only one brings its own verified B2B and B2C panel. Here is how Outset, Conveo, and CleverX actually differ.
Outset vs Conveo vs CleverX: which includes a participant panel?
Of the three platforms, only CleverX includes a built-in verified participant panel. Outset and Conveo both use a bring-your-own-audience model, meaning you source participants separately before using their AI interview tools.
If your team is evaluating AI interview platforms and wondering where your study participants will actually come from, that question will determine which platform fits your workflow.
What each platform does
Outset.ai is an AI interview platform designed for researchers who already have an audience to deploy to. You write a discussion guide, configure the AI moderator, then share a link with your own participants. Outset handles the conversation, transcription, and synthesis. There is no sourcing layer.
Conveo is a European AI research platform focused on AI-moderated interviews at scale. Like Outset, Conveo is a BYOA platform. You bring the respondents and Conveo provides the AI to interview them, plus tools to analyse patterns across hundreds of conversations simultaneously. Its market research positioning makes it popular with insight agencies and brand teams.
CleverX combines an AI interview engine with an 8M+ verified panel of professionals and consumers across 150+ countries. You recruit from the panel, run AI-moderated interviews, and receive synthesised findings within a single workflow, typically in two to five days.
The panel question explained
The difference between a panel-included and a BYOA platform is not just a feature distinction. It shapes how your entire research operation runs.
With Outset or Conveo, your workflow is: define your audience, source that audience from a separate recruitment service or your own customer list, pay for recruitment separately, import participants into the AI interview tool, then run the study. That is at minimum two vendors and two invoices.
With a panel-included platform, those middle steps collapse into one. You define your audience inside the same platform you use to run interviews, and the panel, verification, and moderation all sit in one workflow.
For teams that run frequent studies across different audiences, including B2B segments they cannot reach through their own customer base, this consolidation has real cost and speed implications.
Head-to-head comparison
| Feature | Outset | Conveo | CleverX |
|---|---|---|---|
| Built-in participant panel | No | No | Yes, 8M+ verified |
| B2B targeting by role | BYOA only | BYOA only | Job title, seniority, industry, company size |
| AI moderation | Yes | Yes | Yes, AI Interview Agents |
| Async interviews | Yes | Yes | Yes |
| Live interviews | No | No | Yes |
| Synthesis and analysis | Yes | Yes | Yes |
| Geographic coverage | Global (BYOA) | Global (BYOA) | 150+ countries |
| Typical turnaround | Study setup only | Study setup only | 2 to 5 days end-to-end |
| Pricing model | Subscription (~$1,999/mo+) | Custom | $1 per credit, custom plans |
AI interview quality: how the three compare
All three platforms use conversational AI to conduct interviews without a human moderator present. Quality comes down to probe depth, the ability to follow up on unexpected answers, and how accurately the AI captures nuance in complex responses.
Outset is widely regarded as strong on follow-up probing. Its AI can be configured to push past surface-level answers, and its synthesis layer ties themes back to specific quotes. Researchers who use it for qualitative studies report conversation quality that approaches a well-trained human moderator.
Conveo positions on scale and speed. Its strength is running hundreds of AI interviews simultaneously and surfacing patterns across a large qualitative dataset quickly. The platform is particularly popular among market research teams who need directional insight at a price point below traditional focus groups.
CleverX AI Interview Agents are designed to handle complex B2B topics where participants may use technical jargon, reference specific workflows, or give answers that require contextual follow-up. Because the same platform handles verification of participant credentials, the AI moderation layer can be calibrated to the specific role being interviewed, whether that is a CISO, a procurement lead, or a product manager.
For a detailed breakdown of how AI moderation quality is assessed across platforms, AI-moderated interview quality control: 7 checks is a useful starting point.
B2B research: where panel sourcing matters most
B2B research is where the BYOA constraint bites hardest. Finding 15 enterprise buyers or 20 IT decision-makers with verified credentials is genuinely difficult without an existing customer list that matches that profile.
Both Outset and Conveo work well for B2B research if you already have customers or an engaged community. If you need to go to market fresh, you will pair them with a B2B recruitment service, which adds cost, coordination time, and a separate consent workflow.
B2B panel quality comparison: CleverX, Respondent, User Interviews, Prolific, Wynter covers how verified panel quality varies across the major options if you are evaluating the sourcing layer independently.
For teams running AI-moderated interviews with professional audiences, AI-moderated interviews for B2B research covers the additional considerations around credential verification, incentive levels, and session depth.
Pricing: comparing total research cost, not just platform cost
Outset’s published pricing starts at roughly $1,999 per month. Conveo uses custom pricing based on study volume. CleverX uses a credit-based model at $1 per credit, with custom plans for ongoing research programmes.
When comparing across the three, the critical question is whether you are comparing total research cost or platform cost alone. For Outset and Conveo, total cost includes a separate recruitment line item. For CleverX, recruitment and platform access are bundled, so the figures are more directly comparable.
Teams that already have a large, engaged customer community tend to get the best value from BYOA platforms, since they pay only for the AI interview layer. Teams that need to recruit fresh audiences regularly often find bundled platforms cheaper when all costs are counted.
Nielsen Norman Group’s research on remote qualitative methods notes that participant sourcing consistently ranks among the top operational friction points for research teams. That context helps explain why platform-plus-panel bundling appeals particularly to teams running frequent, varied studies.
Which platform is right for your team?
Choose Outset if you have an existing customer base or community, run primarily consumer or B2C research, and want best-in-class AI synthesis layered on top of your own audience.
Choose Conveo if you are a market research or insight team that needs to run high-volume AI interviews quickly, your participants are sourced from a panel you already subscribe to, and you prefer a platform with European data residency options.
Choose CleverX if you need to recruit participants you do not already have access to, especially in B2B segments with specific role or seniority filters, want a single-platform workflow from participant sourcing to AI interview to synthesis, or are running cross-country studies where verified professional credentials matter.
How to evaluate before you commit
Before signing with any platform, three questions are worth putting directly to your shortlisted vendor:
- Where do my participants come from, and what does that cost on top of the platform fee?
- How is participant identity or professional role verified?
- What does a typical end-to-end timeline look like from brief to findings?
For Outset and Conveo, question one will point you back to a separate recruitment conversation. For CleverX, all three are answered within the same sales conversation, since panel, verification, and AI interviewing are part of the same product.
The AI-moderated interview platform buyer guide covers additional evaluation criteria, including data handling, IRB compatibility, and integration requirements. For a broader comparison across more vendors, best AI-moderated interview platforms in 2026 includes extended side-by-side evaluations.
Frequently asked questions
Which of Outset, Conveo, and CleverX includes a built-in participant panel?
Only CleverX includes a built-in verified participant panel. Outset and Conveo are both BYOA (bring your own audience) platforms. They provide the AI interview engine, analysis, and synthesis, but you are responsible for sourcing participants separately, whether from your own customer base, a recruitment service, or a panel provider you already subscribe to.
What is Conveo and how does it differ from Outset?
Conveo is a European AI research platform that runs AI-moderated interviews at scale, with a focus on market research use cases. Like Outset, it is a BYOA platform. Where Outset is known for deep qualitative synthesis and follow-up probe quality, Conveo positions on speed and volume, making it popular for teams that need to run hundreds of AI interviews simultaneously. Both require you to source your own participants.
Can I run B2B research on all three platforms?
Yes, all three support B2B research. The difference is sourcing. Outset and Conveo work for B2B if you already have access to the right professionals. If you need to recruit B2B participants with verified credentials such as job title, seniority, or industry, CleverX’s built-in panel is the more direct route. Finding verified IT buyers or procurement leads from scratch through a BYOA tool typically requires pairing it with a separate B2B recruitment service.
How do the three platforms compare on pricing?
Outset publishes subscription plans starting around $1,999 per month. Conveo uses custom pricing based on study volume. CleverX charges $1 per credit with custom plans for ongoing programmes. The most important comparison is total research cost, not just platform cost. For Outset and Conveo, add the recruitment cost on top. For CleverX, recruitment is included, so the platform cost is closer to your all-in number.
What is BYOA and why does it matter for AI interview platforms?
BYOA stands for bring your own audience. It means the platform provides the AI interview and analysis tools, but not the participants. It matters because sourcing participants is often the most time-consuming and expensive part of qualitative research, especially for hard-to-reach B2B audiences. BYOA platforms suit teams with existing customer bases or those who already subscribe to a separate panel. Teams that frequently need to recruit fresh audiences typically benefit more from a platform that includes sourcing.
Which platform is best for teams without an existing audience?
CleverX is the most straightforward option for teams that need to recruit participants they do not already have access to. Because the panel, targeting, verification, and AI interview workflow are in one place, you do not need to manage a separate recruitment vendor. Outset and Conveo are strong platforms, but without an existing audience, you will need to budget and manage recruitment separately before you can use them.