{"site":{"name":"Koji","description":"AI-native customer research platform that helps teams conduct, analyze, and synthesize customer interviews at scale.","url":"https://www.koji.so","contentTypes":["blog","documentation"],"lastUpdated":"2026-07-30T18:13:31.869Z"},"content":[{"type":"blog","id":"a5820a5d-10fa-4549-847c-e67a6af59730","slug":"voicepanel-vs-conveo-2026","title":"Voicepanel vs Conveo (2026): Consumer Scale vs Video Depth in AI Research","url":"https://www.koji.so/blog/voicepanel-vs-conveo-2026","summary":"Voicepanel and Conveo are both Y Combinator AI-native research platforms with opposite strategies. Voicepanel optimises for breadth: voice, video, phone, surveys, and usability tasks, a 30M+ panel across 150+ countries, SOC 2 Type II and HIPAA compliance, and entry pricing reported between $15 and $99 per month with a free tier. Conveo optimises for video depth: AI-led async video interviews with multimodal analysis of tone, facial expression, and behaviour across 50+ languages, from about $990 per month with enterprise near $45K per year billed by interview minutes. Neither combines qualitative depth with structured quantitative questions in one study. Koji offers AI-moderated voice and chat interviews with six structured question types, automatic thematic analysis, and quality-gated credits from EUR 29/month.","content":"\n# Voicepanel vs Conveo (2026): Consumer Scale vs Video Depth in AI Research\n\n**Short answer:** Choose **Voicepanel** if you need consumer reach — a large built-in panel, many modalities in one tool, and the lowest entry price in the category. Choose **Conveo** if your work is classic market research with recruited video panels and you want multimodal analysis that reads tone and expression, with budget to match. Choose **[Koji](https://www.koji.so)** if you want structured depth rather than breadth: AI-moderated voice and chat interviews with six question types in a single study, from EUR 29/month.\n\nThese two are often shortlisted together because both are AI-native, both are Y Combinator companies, and both promise interviews-plus-analysis in one loop. In practice they are close to opposites. One optimises for how *many* people you can reach and how many ways you can reach them. The other optimises for how much signal you can extract from a single video conversation.\n\n---\n\n## Why the category shifted\n\nThe move away from static surveys is no longer a forecast. **72% of insights buyers now use generative AI in at least one stage of a research project, up from 23% in 2023**, and AI-moderated interviews specifically are used by **roughly 81% of dedicated research teams, 73% of UX teams (up from 38% in 2024), and 67% of product teams**.\n\nCost is why. **AI-moderated qualitative interviews run about $8-$15 per completed interview against $150-$300 for human-moderated sessions** — and industry data suggests AI-moderated interviews produce meaningfully richer responses than surveys, because a static form cannot ask the follow-up question that actually matters. Within a market research industry projected near **$150 billion in 2026**, AI-native qualitative is the only double-digit-growth segment.\n\nVoicepanel and Conveo are two very different bets on that shift.\n\n---\n\n## Voicepanel vs Conveo: side-by-side\n\n| | **Voicepanel** | **Conveo** | **Koji** |\n|---|---|---|---|\n| Backing | Y Combinator | Y Combinator, $5.3M raised | Bootstrapped, self-serve |\n| Core modality | Voice, video, phone calls, surveys, usability tasks | AI-led async **video** interviews | Voice + chat interviews |\n| Analysis approach | AI summaries and themes with quotes, audio, and video clips | **Multimodal** — tone, facial expression, and behaviour tied back to verbatim clips | Automatic thematic analysis + transcript chat |\n| Languages | 35+ | 50+ | 40+ |\n| Built-in panel | **30M+ consumers and professionals, 150+ countries**, 10+ panel partners | 8 panel partners (Respondent, User Interviews, Norstat, Bilendi, Sago, Rakuten, Forsta, Rally) | Bring your own + recruit in-product |\n| Structured question types | Survey-style questions, separate from interviews | Primarily open-ended video | **6 types inside one study** |\n| Entry price | Reported from ~$15-$99/month; free tier available | **From ~$990/month**; enterprise reported near $45K/year | **EUR 29/month** (29 credits) |\n| Enterprise billing | Custom | Prepaid credits by interview minutes | EUR 79/mo tier + credit packs |\n| Quality-gated billing | No | No | **Yes — only interviews scoring 3+ bill** |\n| Compliance | SOC 2 Type II, GDPR, HIPAA; no training on customer data | GDPR | GDPR-compliant, EU-transparent pricing |\n| Self-serve signup | Yes | Sales-led | Yes |\n\n---\n\n## What Voicepanel actually does\n\nVoicepanel positions itself as \"AI agents for customer research,\" and its bet is **breadth**.\n\n**Where it is strong:**\n\n- **Modality coverage.** Surveys, evals, voice, video, phone calls, and usability tasks in one platform, spanning prototypes, websites, and mobile apps. Few competitors cover phone calls at all — genuinely useful for reaching demographics that will not join a video session.\n- **Panel scale.** Access to **30M+ consumers and professionals across 150+ countries**, plus 10+ panel partners including User Interviews, Respondent, and Prolific. For B2C concept testing at volume, this is the strongest reach in the comparison.\n- **Compliance depth.** SOC 2 Type II, GDPR, and HIPAA, with a no-training-on-customer-data policy. HIPAA in particular opens healthcare work that most AI research tools cannot touch.\n- **Accessible entry.** A free tier and reported entry pricing between roughly $15 and $99/month, plus a pay-as-you-go Agent plan for one-off projects. You can evaluate it without a contract.\n\n**The trade-off is focus.** Spanning surveys, tasks, phone, voice, and video means the interview engine is one capability among many rather than the deep specialism of the product. Teams wanting a rigorous, structured interview instrument sometimes find the breadth comes at the cost of depth in any single mode.\n\n## What Conveo actually does\n\nConveo (Y Combinator, **$5.3M raised**) markets \"confident decisions in days with AI-led interviews,\" and its bet is **depth in video**.\n\n**Where it is strong:**\n\n- **Multimodal analysis.** This is the real differentiator. Conveo reads tone, facial expression, and behaviour alongside the transcript, then ties what it finds back to verbatim quotes and the original clips. For ad testing and concept reaction work — where *how* someone says it matters as much as what they say — nothing else in this comparison does it.\n- **Language breadth.** 50+ languages, the widest of the three.\n- **Panel-partner network.** Integrations with eight providers (Respondent, User Interviews, Norstat, Bilendi, Sago, Rakuten, Forsta, Rally) plus bring-your-own, which suits agencies running recruited studies across markets.\n- **Study assistant and Ask-Anything repository.** Helps structure design and quotas, and lets you query past studies as a collective memory rather than a folder of decks.\n\n**The trade-off is cost and shape.** Conveo starts around **$990/month**, and third-party buyer guides put enterprise near **$45,000/year billed as prepaid credits by interview minutes**. Minute-based billing means a discursive participant costs more than a concise one — fine for scoped agency projects, awkward for continuous discovery. And video-first is heavier than many product teams need for fast iteration.\n\n---\n\n## The honest head-to-head\n\n**Reach: Voicepanel wins decisively.** 30M+ panel across 150+ countries against Conveo's eight partner integrations is not a close comparison for consumer volume.\n\n**Analytical depth per conversation: Conveo wins decisively.** Multimodal reading of tone and expression extracts signal Voicepanel's transcript-and-clips approach does not attempt.\n\n**Languages: Conveo wins** (50+ vs 35+), though both cover far more than most teams use.\n\n**Compliance: Voicepanel wins.** SOC 2 Type II plus HIPAA is a materially stronger posture than GDPR alone, and it is often the deciding factor in regulated industries.\n\n**Cost: Voicepanel wins decisively.** A free tier and sub-$100 entry against a ~$990/month floor is a different order of commitment. Conveo's minute-based enterprise billing also makes forecasting harder.\n\n**Accessibility: Voicepanel wins.** Self-serve signup versus a sales-led motion.\n\n**The fair summary:** Conveo is the better instrument, Voicepanel is the better platform. If you are an agency doing ad and concept testing on recruited video panels, Conveo's depth justifies its price. For nearly everyone else, Voicepanel's economics are hard to argue with.\n\n---\n\n## What both leave on the table\n\nVoicepanel and Conveo sit at opposite ends of a spectrum — maximum breadth versus maximum video depth — but they share a structural limitation: **neither gives you qualitative depth and quantifiable structure inside the same interview.**\n\nWith Voicepanel, surveys and interviews are separate instruments. With Conveo, video interviews are open-ended by design. Either way, when a stakeholder asks \"what percentage of them said that?\", you are running a second study or hand-counting transcripts.\n\n[Koji](https://www.koji.so) is built around closing exactly that gap:\n\n- **Six structured question types in a single study** — open-ended, scale, single choice, multiple choice, ranking, and yes/no. One instrument produces the narrative *and* the number. See [open-ended questions](/docs/open-ended-questions-ai-interviews) and [multiple-choice questions](/docs/multiple-choice-questions-ai-interviews), or the broader case in [AI interviews vs surveys](/docs/ai-interviews-vs-surveys).\n- **[AI-moderated voice and chat interviews](/docs/ai-moderated-interviews)** on an ElevenLabs voice stack, probing adaptively in real time, available 24/7 with no scheduling and no moderator bias. See [AI voice interviews](/docs/ai-voice-interviews) and [voice vs text interviews](/docs/voice-vs-text-interviews).\n- **[Automatic thematic analysis](/docs/thematic-analysis-guide)** with [AI auto-tagging](/docs/ai-auto-tagging-customer-interviews) across every transcript, plus [chat with your transcripts](/docs/chat-with-interview-transcripts-ai) — ask one question across 100 interviews, get a cited answer in seconds.\n- **Customizable AI consultants** tuned to your domain, so the analysis argues from your context rather than generic frameworks.\n- **Quality-gated credits.** Only conversations scoring 3+ on the quality rubric consume credits. Neither Voicepanel nor Conveo protects you from paying for drop-offs and low-effort responses.\n- **Transparent EU pricing.** EUR 29/month (Insights, 29 credits) or EUR 79/month (Interviews, 79 credits); text interviews cost 1 credit, voice 3. Ten free credits at signup, cancel monthly, [GDPR-compliant](/docs/gdpr-compliant-ai-user-research) by design.\n- **[Recruit from your own product](/docs/recruiting-from-your-product)** — for B2B and product teams, your best participants are already using your software.\n\n**The concrete math:** 30 voice interviews on Koji is 90 credits — roughly EUR 90 on top of a EUR 29 plan. The same 30 interviews on Conveo require a plan starting near $990/month. Against Voicepanel the price gap narrows considerably, and the real question becomes structure: do you want one instrument that returns both themes and percentages, or two tools that each return half?\n\n---\n\n## How to choose\n\n**Pick Voicepanel** if you need a large consumer panel, want phone and usability tasks alongside interviews, work in a HIPAA-regulated context, and want the lowest possible entry cost.\n\n**Pick Conveo** if you run agency-grade market research on recruited video panels, need tone and expression analysis for ad or concept testing, work across many languages, and can justify a ~$990/month floor.\n\n**Pick Koji** if you want mixed-method depth in one study, transparent pricing with no contract, quality-gated billing, and to be running real interviews with your own customers this week. For the wider field, see our [best AI interview software guide](/docs/best-ai-interview-software-2026) and the [user research cost calculator](/docs/user-research-cost-calculator-2026).\n\n---\n\n## Run a real study this week\n\nYou do not need a $990/month floor or a second tool to get numbers out of your qualitative research.\n\n[Koji](https://www.koji.so) gives you 10 free credits at signup — enough to run genuine AI-moderated voice or chat interviews with your own customers, blend open-ended and structured questions in one study, get automatic thematic analysis, and generate a one-click report. From research question to synthesized insight in hours, not weeks. No research expertise required, no sales call, no annual commitment.\n\n[Start free with Koji](https://www.koji.so).\n\n---\n\n## Frequently asked questions\n","category":"Comparisons","lastModified":"2026-07-26T21:32:58.352441+00:00","metaTitle":"Voicepanel vs Conveo (2026): AI Research Platforms Compared","metaDescription":"Voicepanel vs Conveo compared on panel size, modalities, multimodal analysis, languages, and price. Voicepanel offers a 30M panel from ~$15-$99/mo; Conveo goes video-first from ~$990/mo. Plus a structured alternative from EUR 29.","keywords":["voicepanel vs conveo","conveo vs voicepanel","voicepanel pricing","conveo pricing","voicepanel review 2026","conveo review 2026","ai moderated interview platforms","ai research platform comparison"],"aiSummary":"Voicepanel and Conveo are both Y Combinator AI-native research platforms with opposite strategies. Voicepanel optimises for breadth: voice, video, phone, surveys, and usability tasks, a 30M+ panel across 150+ countries, SOC 2 Type II and HIPAA compliance, and entry pricing reported between $15 and $99 per month with a free tier. Conveo optimises for video depth: AI-led async video interviews with multimodal analysis of tone, facial expression, and behaviour across 50+ languages, from about $990 per month with enterprise near $45K per year billed by interview minutes. Neither combines qualitative depth with structured quantitative questions in one study. Koji offers AI-moderated voice and chat interviews with six structured question types, automatic thematic analysis, and quality-gated credits from EUR 29/month.","aiKeywords":["voicepanel","conveo","ai moderated interviews","video interviews","consumer panel","multimodal analysis","ai research platform","koji"],"aiContentType":"comparison","faqItems":[{"answer":"Voicepanel is substantially cheaper. It offers a free tier with reported entry pricing between roughly $15 and $99 per month, plus a pay-as-you-go plan for one-off projects. Conveo starts around $990 per month, and third-party buyer guides put its enterprise tier near $45,000 per year billed as prepaid credits by interview minutes. Koji sits between them on capability with transparent pricing from EUR 29 per month.","question":"Is Voicepanel or Conveo cheaper?"},{"answer":"Voicepanel, by a wide margin. It provides access to 30M+ consumers and professionals across 150+ countries plus more than ten panel partners including User Interviews, Respondent, and Prolific. Conveo integrates eight panel providers — Respondent, User Interviews, Norstat, Bilendi, Sago, Rakuten, Forsta, and Rally — alongside bring-your-own participants.","question":"Which platform has a bigger participant panel?"},{"answer":"Multimodal analysis means the platform interprets tone of voice, facial expression, and behaviour alongside the transcript, then links those signals back to verbatim quotes and original clips. Conveo does this; Voicepanel does not. It matters most for ad testing, concept reaction, and brand work where emotional response carries real information. For discovery interviews and B2B research, a well-probed transcript usually tells you what you need.","question":"What is multimodal analysis and does it matter?"},{"answer":"Voicepanel. It holds SOC 2 Type II, GDPR, and HIPAA compliance and states it does not train on customer data, which makes healthcare and other regulated work viable. Conveo addresses GDPR but does not advertise the same breadth of certification. Koji runs GDPR-compliant research with EU-transparent pricing.","question":"Is Voicepanel or Conveo better for regulated industries?"},{"answer":"Not in a single instrument. Voicepanel offers surveys and interviews as separate capabilities within one platform; Conveo video interviews are primarily open-ended. Koji supports six structured question types inside one study — open-ended, scale, single choice, multiple choice, ranking, and yes/no — so a single session returns both the qualitative why and the quantifiable percentage.","question":"Can either platform combine survey questions with interviews in one study?"},{"answer":"For B2B you rarely need a consumer panel, which removes Voicepanel main advantage, and video-first recruiting is usually harder with busy professionals, which reduces Conveo fit. In that case a voice-and-chat platform you can point at your existing customers — recruiting directly from inside your product — is generally the better shape, which is how Koji is designed.","question":"Which should I choose for B2B customer research?"}],"relatedTopics":["AI interview platforms","competitor comparison","video research","participant panels","multimodal analysis"]}],"pagination":{"total":1,"returned":1,"offset":0}}