Dovetail moved on from researchers. We didn't.
Dovetail's pivot toward sales and revenue intelligence has left a lot of research teams asking where to go next. Great Question is the Dovetail alternative built for the person actually doing the research: repository, AI synthesis, panel, scheduling, and a write-capable MCP, all in one place.
One platform for every customer signal. Sales calls, support tickets, research.
Recruiting, repository, AI synthesis. Built for one user: the researcher.
Trusted by 300+ customer-obsessed teams
Every Dovetail pivot has moved them further from the researcher's daily workflow.
- 2017
“Software for researchers.”
Founder origin · Atlassian roots
- 2022
“Researcher-focused software business.”
$63M Series A · TechCrunch
- 2024
“Insights for product builders.”
Mid-year repositioning
- Fall ’25
“One platform for every customer signal.”
Fall 2025 launch
- Today
AI Docs ships “go-to-market strategies.” Segments slice by revenue.
dovetail.com, May 2026
“Dovetail's AI is no good for us right now.”
Six unprompted quotes from prospects and customers.
“Dovetail's own CEO told us tags “confuse the AI,” so they stopped using tags in queries. We were shocked.”
“We've been experimenting with AI. Dovetail, still no good for us right now. It's not thoughtful. They're missing the so-whats.”
“Great Question's MCP is a game-changer. If you're catching up so quickly on the repo side, it strengthens the case for GQ.”
“When we take transcripts out of Dovetail and run them through AI to check, we find that Dovetail AI just makes up a whole load of lies.”
“We use Dovetail. I'm curious to compare its AI to yours, Dovetail keeps making things up.”
The research platform stays focused on research.
Dovetail's surface area now spans sales, CS, marketing, GTM and revenue ops. Great Question's whole product roadmap is still pointed at one user: the person actually doing the research.
- The full research lifecycle in one platform: recruit, conduct, analyze, share.
- Native session capture. Every transcript and highlight is first-party data the AI was built to work with.
- AI synthesis tuned for the so-what your stakeholders actually ask about.
- Every R&D dollar goes back to the researcher's day.
Faded = research features. New = all features focused on GTM teams.
vs.
AI that thinks like a researcher.
Three places where the difference shows up in your actual work.
Native session capture, from day one.
We run your studies, which means AI synthesis works on first-party session data with speaker IDs and time-stamped highlights, every quote linked back to the moment it happened in the recording.
Customer: “When we run Dovetail transcripts through AI, it makes up a whole load of lies.”
An MCP that writes.
Great Question's MCP exposes 130+ tools across the full research lifecycle: create studies, add candidates, send invitations, retrieve transcripts, build reels. Dovetail's MCP is mostly retrieval, with limited write capability.
Read + write for creators and admins. Observers get read access at no additional cost.
AI moderation, in product.
Run real unmoderated interviews with an AI moderator that asks the follow-up question. Dovetail has no equivalent.
Roadmap: internal AI moderator replacing third-party vendors.
The Dovetail alternative, feature by feature.
Repository plus AI alone isn't table stakes for a research platform anymore. Here's what the modern research stack looks like, and where each platform shows up.
| Feature | Dovetail | Great Question |
|---|---|---|
| Research repository | ||
| AI tagging, search & synthesis | Mostly beta | |
| Native session capture for AI context | ||
| MCP read access | ||
| MCP write actions (create studies, candidates, invites) | Limited | |
| MCP read access for observers (free) | ||
| AI moderator (built-in) | ||
| Built-in panel + CRM | ||
| Screener surveys + scheduling | ||
| Global incentive payments | ||
| External recruitment (User Interviews built-in) | ||
| Prototype testing + card sort + tree test | ||
| White-glove migration concierge | ||
| Product focus | Sales / CS / Research | Researchers only |
We'll do the migration for you.
A dedicated CSM and a 4-phase process. Your interviews, transcripts, highlights, tags, participants, reels and surveys all get moved across and re-transcribed with Great Question AI.
- Phase 01
Kickoff
Scope alignment, contract, walk-through of your Dovetail setup with a dedicated CSM.
- Phase 02
Export & validate
File verification, optional dry-run preview. Nothing imports until you've reviewed it.
- Phase 03
Import & re-transcribe
Interviews, transcripts, highlights, tags, reels all moved in. Recordings re-transcribed with GQ AI.
- Phase 04
Review & sign-off
Validation against scope, full documentation. Imported users don't count against your seat limit.
Cheaper once the stack is added up, because everything's already included.
Dovetail's list price doesn't include your panel, your scheduler, your recruiter, or your incentive provider. Ours does.
Repo
- Dovetail
- $99/mo
- Great Question
- $129/mo
A higher entry price, but it includes unlimited studies, a panel and a scheduler that Dovetail's does not.
Mid-market
- Dovetail + add-ons
- ~$45K
- Great Question
- ~$28K
By the time you've added a panel tool, a scheduler, a recruiter and an incentives provider on top of Dovetail, it isn't cheap anymore. Ours are built in.
Enterprise
- Dovetail Enterprise
- Custom
- Great Question
- Custom
Talk to us. Most teams save 25–40% by consolidating their stack.
Mid-market figures illustrative. Final pricing depends on seats, studies, and panel volume.
Things every Dovetail team asks us.
Is Dovetail still a research tool?
Their product still includes a research repository. But their Fall 2025 launch repositioned the platform as a customer signal hub serving sales, customer success, marketing, and revenue ops. AI Docs ships sales recaps and go-to-market strategies. What that means for your team's roadmap is a call we'll leave up to you.
How long does the migration take?
Typically 2 to 6 weeks depending on the volume of data and the complexity of your tag taxonomy. We recommend starting at least 90 days before your Dovetail contract ends so there's time for review and sign-off.
What gets migrated?
Interviews, transcripts, highlights, tags, participants, reels, and surveys. All recordings get re-transcribed using Great Question AI, so your legacy research becomes searchable and citation-ready inside the new repository.
What if my Dovetail contract has 8 months left?
Start now anyway. We'll re-transcribe your legacy data so it's ready the day your contract ends.
Can I keep using Dovetail's MCP if I move to GQ?
No, but Great Question's MCP does more anyway. Dovetail's MCP is read-emphasized; ours has 130+ tools covering the full research lifecycle, including write operations like creating studies, adding candidates, sending invitations, and building reels.
What happens to our Dovetail tags?
They come over as-is, with your taxonomy preserved. Worth noting: Dovetail's own CEO has acknowledged that tags currently confuse their AI synthesis and aren't used in repo queries. Our AI uses tags as one signal among many, and learns from your accept and reject patterns over time.
Great Question: the AI repository you can trust
You get a summary, but can you trust it? Is it hallucinating? Is it just telling you what you wanted to hear? Great Question's AI repository lets you ask questions across your entire research repository. Get evidence-backed answers in seconds.
- Verify any claim in one click
- No real names exposed, ever, protecting PII
- Automate insight tagging, highlight extraction, and cross-study synthesis
- Says "not found" instead of guessing
Great Question facts
Is AI moderation live, and which plan includes it?
Yes. AI-moderated interviews are live, not in beta. They're an Enterprise add-on and aren't available on the Self-serve plan.
How big is the Great Question participant panel?
Great Question recruits external participants through two panels: Respondent (4.3M+ B2B and B2C participants) and User Interviews (7.5M+). They're separate providers, so there's no combined figure. Self-serve accounts recruit from Respondent. Enterprise accounts can choose either.
What can I prototype test in Great Question?
Figma prototypes, prototypes built with Lovable, v0, Replit or Claude, and live websites. Paste the URL and add your tasks. Prototype testing is on every plan.
Which video tools does Great Question work with for interviews?
Zoom, Google Meet and Microsoft Teams on every plan, including automatic Teams meeting links for interviews. Webex is available on Enterprise.
More Great Question comparisons
Maze
Maze is built for quick prototype tests. Great Question adds moderated methods, CRM-based recruitment, AI analysis, and a searchable repository.
Read the comparisonGreat Question vsLyssna
Lyssna offers remote testing and surveys. Great Question adds CRM-based recruitment, AI analysis, a searchable repository, and enterprise controls.
Read the comparisonGreat Question vsListen Labs
Listen Labs runs AI-moderated interviews. Great Question adds every other method, recruitment, a participant CRM, MCP, and a searchable research repository.
Read the comparisonResearchers deserve a platform that's still being built for them.
Book a call and we'll scope your migration with a dedicated CSM.