Marvinvs
Dovetail
Dovetail: Dovetail is the more established repository with a larger integration surface, worth it if the team is already committed to a research ops practice.
Marvin
Qualitative research repository with AI notetaking, and an MCP server you can query from Claude
As of 31 August 2026, Marvin is free to use. A qualitative research platform that records, transcribes and analyses interviews, then keeps them as a searchable repository. Softwr lists it under Research. Marvin is made by Equafin Inc., available on Web.
Overview
What Marvin does
Marvin, built by Equafin Inc. in Oakland, records and transcribes research calls, tags themes and emotion, cuts video clips and highlight reels, and keeps everything in a searchable repository with a reports library. Ask AI answers questions across a project or the whole repository, and an AI Moderated Interviewer can run unmoderated sessions on its own. Stakeholders can watch sessions live from a virtual observation room without joining the call. The distinguishing capability is the MCP server on the Pro tier. That lets Claude, ChatGPT or Copilot query your research repository directly, so a product manager can ask their own assistant what customers said about onboarding and get grounded answers with sources, rather than opening a research tool they never log into. For teams whose real problem is that research findings die in a repository nobody visits, that changes the distribution model of insight rather than just the analysis of it. Buyers are small to mid-sized user research and product teams. Two trade-offs matter. First, the seat model bites early: Starter includes only two full seats, so a team of four researchers is pushed to Pro regardless of which features they need, and the split between full, collaborator and viewer seats makes true cost hard to model when nothing above Free is priced publicly. Second, and more consequentially for regulated buyers, the compliance features procurement treats as table stakes, SSO, EU or US data residency, PII redaction and a HIPAA BAA, are bundled into a separately priced add-on available only from Pro upwards. The headline Pro quote is therefore not the price for anyone in healthcare, financial services or a European enterprise.
What people use it for
- A two-person research team that needs interviews transcribed, tagged and searchable without hiring an analyst or buying an enterprise repository.
- A product organisation where findings are never read, wanting product managers to query past research from Claude or ChatGPT instead of logging into a research tool.
- A team running discovery at volume that wants an AI moderator to conduct unmoderated interviews overnight and have them analysed by morning.
- A researcher who needs to send stakeholders a highlight reel of customer quotes rather than a slide deck summarising them.
The honest half
Where it falls short
Concrete and checkable, so you can decide whether any of them matter to you. This is the half of a review a vendor will not write about Marvin.
- Transcription is inconsistent, with missing punctuation and specifically poor Portuguese accuracy reported, so non-English research teams spend the time cleaning up that the licence was meant to save.
- Speaker diarisation errors attribute moderator speech to the participant, and a misattributed quote propagates into themes and into the insight report you show stakeholders, which is a research credibility risk rather than a cosmetic bug.
- SSO, EU or US data residency, PII redaction and a HIPAA BAA are bundled into a paid Compliance add-on available only from Pro upwards, so the headline Pro quote is never the real price for a regulated or European buyer.
- Starter includes only two full seats, so a four-researcher team is forced to Pro on seat count alone, and the three-way split between full, collaborator and viewer seats makes cost modelling awkward when no paid tier is priced publicly.
- Every paid tier is sales-gated with annual commitment typically required, so there is no monthly paid trial and no published seat cost to budget against before entering a sales cycle.
- Integration coverage has gaps, with no Intercom connector despite repeated requests from teams wanting support conversations in the same repository, and reviewers describe the tags versus labels distinction in the interface as confusing.
Cross-shopped
What people choose instead of Marvin
Each pairing was judged by two reviewers asking whether a buyer would genuinely weigh the two against each other. The ones that failed were deleted rather than published.
- MarvinvsMaze
Maze: Maze suits teams whose main need is unmoderated usability testing at scale rather than analysing recorded interviews.
- MarvinvsNVivo
NVivo: NVivo remains the choice for academic and rigorous manual coding work where you need full control over the codebook rather than AI-suggested themes.
Pricing
What Marvin costs
Taken from the vendor's own pricing page. Prices move, so check before you buy.
Free
Free
- 2 full seats and 3 collaborator seats
- 5 file uploads per month
- AI notetaking and transcription
- Basic repository search
Starter
On request
- 2 full seats, 10 collaborator seats, 50 viewer seats
- Unlimited uploads
- Thematic analysis
- Clips and highlight reels
- Priced on application
Pro
On request
- 5 full seats, 15 collaborator seats, 100 viewer seats
- Agentic Ask AI and Deep Research
- Marvin MCP server and API
- Translation across 40+ languages
- Compliance and Salesforce add-ons available at extra cost
Enterprise
On request
- 5 full seats, 15 collaborator seats, unlimited viewer seats
- Salesforce integration included
- Dedicated support
- Priced on application
Capabilities
Features
AI Notetaker
Records and transcribes research calls automatically
AI Moderated Interviewer
Runs unmoderated interview sessions without a human moderator
Ask AI
Answers questions across a project or the entire research repository
Deep Research
Agentic multi-step analysis across studies on the Pro tier
Thematic and emotion analysis
Tags recurring themes and emotional signals across transcripts
Clips and highlight reels
Cuts video moments into shareable reels and playlists
Virtual observation room
Lets stakeholders watch live sessions without joining the call
MCP server and API
Exposes the repository to Claude, ChatGPT and Copilot on the Pro tier
Answered, with sources
Questions people ask
Each answer names the page it came from, so you can check it rather than take our word for it.
Is there a genuinely free plan?
Yes. Two full seats, three collaborator seats and five file uploads a month at no cost. It is enough to evaluate the analysis quality on real interviews.
What does Pro cost?
Not published. Only the Free tier carries a price. Starter, Pro and Enterprise are all quoted.
Can I get SSO and EU data residency?
Yes, but as a separately priced Compliance add-on from Pro upwards, not included in any base tier. Price it into the quote from the start.
What is the MCP server for?
It lets Claude, ChatGPT or Copilot query your research repository directly with cited answers, so stakeholders get findings without opening Marvin.
Keep looking
Where to go from Marvin
- Marvin alternativesEvery product people weigh against it
- Marvin pricingPlans, floors and what the tiers exclude
- Marvin badgesWhich rules it meets, and the figure behind each
- All Research softwareThe full category
- Best Research softwareThe shortlist, and how it was cut
Best Research software for
Compare Marvin with
- Dovetail
- NVivo
- Condens
- Reduct
- Aurelius
- LabArchives
- Remesh
- Scispot
- Valispace
- Wolfram Mathematica
- Benchling
- Obsidian
- DNAnexus
- Dotmatics
- Florence eBinders
- Form Bio
- Genedata
- Condens
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Softwr does not host reviews and shows no star rating for Marvin, because a rating we did not collect is not ours to publish. What is here is the pricing and platform detail from the vendor’s own pages, limitations we could state concretely, and alternatives a reviewer confirmed people weigh against it. Tell us if any of it is wrong.
More on Marvin
Marvin alternatives
What people switch to, and what they give up
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