Bottom line: For UX researchers in 2026, Looppanel is the easiest paid pick for interview analysis. Dovetail stays the enterprise repository standard — now with no published paid price — Maze is fastest for prototype tests, Condens is the budget repository, and Great Question covers recruiting plus repository in one seat. Every price below was checked against the vendors’ own pricing pages in November 2026.
A UX researcher’s week splits three ways: running studies, analyzing recordings, and keeping a repository stakeholders actually search. The five tools below map to those jobs, and they connect naturally with the design-side tools in our roundup for UX designers and the synthesis work product teams do in our product managers roundup.
The 5 tools at a glance
| Tool | Price | Best for | Verdict |
|---|---|---|---|
| Looppanel | Solo $49/month; Pro $395/month; 15-day free trial | AI interview analysis for small teams | Best value analysis pick |
| Dovetail | Free; Enterprise custom (contact sales) | Enterprise research repository | Standard, but quote-only now |
| Maze | Free; Starter $99/month; Enterprise custom | Fast unmoderated prototype testing | Best for test volume on prototypes |
| Condens | Lite €15/month; Business €500/month billed yearly; 15-day free trial | Budget repository with unlimited transcription | Cheapest serious repository |
| Great Question | $129/seat/month self-serve (up to 5 seats); 14-day free trial | Recruiting + repository in one tool | Best all-in-one for lean teams |
1. Looppanel — interview analysis without the enterprise contract
Looppanel’s notetaker joins Zoom, Meet, or Teams calls, transcribes them, generates timestamped AI notes organized by your research questions, auto-tags themes, and builds a searchable repository with one-click video clips. For a solo researcher or small team, it replaces the most tedious hours of analysis.
What the pricing page doesn’t make obvious: the Solo plan ($49/month, 1 editor) includes only 1 auto-analysis run per project; Pro ($395/month, 5 editors) raises that to 3 runs and adds global search and highlight reels. Extra editors on Pro cost $75/month each — the jump from Solo to Pro is about workflow limits, not transcription.
- Pros: notes organized by research question; generous viewer access; published pricing.
- Cons: big price step from Solo to Pro; analysis runs are capped per project.
Best for: solo researchers and small product teams. Price: Solo $49/month.
2. Dovetail — the repository standard, now quote-only
Dovetail remains the best-known research repository: transcripts, highlights, and insights in one searchable home, with AI chat and summaries across projects on higher tiers. If your organization already has it, there is little reason to move.
What the pricing page doesn’t make obvious: Dovetail’s pricing page now lists only two plans — Free (1 project, 1 channel, basic AI chat and summaries) and Enterprise at custom pricing. The self-serve Professional plan researchers used to budget around has been discontinued, so a team outgrowing the free plan cannot budget without a sales call and an invoice-only contract.
- Pros: deepest repository feature set; unlimited free viewers on Enterprise; strong integrations.
- Cons: no published paid price; free plan is a single project.
Best for: larger organizations standardizing research. Price: free; Enterprise custom.
3. Maze — prototype answers the same day
Maze imports a Figma prototype and returns task success, misclicks, and path analysis from unmoderated tests, with surveys, card sorting, and tree testing alongside. Its panel (6M+ participants) is pay-per-use, which suits researchers who test in bursts — a different job from the survey-heavy workflows in our data analysts roundup.
What the pricing page doesn’t make obvious: Starter ($99/month) keeps the free plan’s cap of one study per month and 5 seats — the $99 buys recording, templates, and more study types, not more studies. Panel recruitment is also billed separately as credits on Free and Starter, so budget the subscription and the participants as two line items.
- Pros: fastest path from prototype to evidence; free plan is genuinely usable.
- Cons: study cap does not rise on Starter; AI-moderated interviews are Enterprise-only.
Best for: design-led teams testing prototypes weekly. Price: free; Starter $99/month.
4. Condens — the cheapest serious repository
Condens stores interviews and notes in a searchable repository, with AI tagging, highlight reels, and unlimited transcription on every paid plan. It is the least polished tool here, but also the cheapest way to keep research findable.
What the pricing page doesn’t make obvious: Business is €500/month billed yearly — and there is no published monthly option at that tier, so the real commitment is €6,000 a year. Lite (€15/month) is the better entry point, and its 15-day trial is genuinely full-featured.
- Pros: unlimited transcription on paid plans; cheapest repository here; AI tagging included.
- Cons: plain interface; Business tier is annual-only and a big jump.
Best for: small teams replacing scattered docs and drives. Price: Lite €15/month.
5. Great Question — recruiting and repository in one seat
Great Question combines participant recruiting (its panel is 500,000+ vetted people) with a research repository, so a lean team can run a study and store the evidence in the same subscription.
- Pros: recruiting plus repository in one subscription; transparent per-seat pricing; observers are free.
- Cons: self-serve caps at 5 seats; panel costs are separate; newer repository than Dovetail.
Best for: lean teams that recruit their own participants. Price: $129/seat/month.
Frequently asked questions
Should a UX researcher pay for AI analysis, or transcribe manually?
Pay for analysis once the interview volume exceeds about five sessions a month. Below that, manual notes are fine. Above it, Looppanel Solo ($49/month) is the cheapest reliable way to turn recordings into searchable findings.
Is Dovetail worth the enterprise price?
Only if your organization already standardizes on it. Without a published paid price, new teams cannot budget for Dovetail at all — Condens Business or Great Question are the auditable alternatives.
Can one tool cover both testing and repository?
Not well. Maze is for fast prototype tests; Dovetail and Condens are repositories. Pair one testing tool with one repository tool — the cheapest workable pair is Maze Starter ($99/month) plus Condens Lite (€15/month).
Do AI summaries replace reading the transcripts?
No. Summaries surface themes fast, but the verbatim quote is what convinces stakeholders. Use AI to find the moment, then watch the clip before you cite it.
The verdict: start with Looppanel Solo for analysis, add Condens Lite for the repository, and use Maze free for quick prototype tests. Add Dovetail only when the organization demands it, and Great Question when recruiting is the bottleneck.