reOS vs Outset

Outset runs interviews. reOS runs research.

Outset helped make AI-moderated interviews mainstream - credit where it's due. reOS gives you the AI moderator and the system around it: your own panel, live sessions, ticket streams, validated analysis, and the loop that turns it all into shipped change.

the research loop · coverage
reOSOutset
Plan
Recruit
Conduct
Ingest
Analyze
Act & close the loop-

full detail in the table below

The honest take

An interviewer - or an operating system.

If the job is a one-off round of AI interviews, both tools will do it well. The difference is everything before the first question and after the last answer.

Choose Outset if...
AI-moderated interviews are the whole job - standalone concept tests and quick reads with rented participants.
You need partner-panel reach across many countries for consumer studies, today.
A separate tool that exports decks and CSVs into your existing stack is fine.
Choose reOS if...
You interview your own customers - and want the panel, outreach, scheduling, and consent handled.
You also run live interviews, and want an AI co-pilot in your ear, or a full AI moderator when you want one.
You want interviews to land in a repository that compounds - next to tickets, emails, and survey data.
Side by side

The loop, side by side.

Outset goes deep on the interview itself. Here's how the rest of the research workflow compares.

reOS
Outset
Plan
AI study-planning assistantfull plan, research questions & guide from a conversation
guide generation from goals
Research questions tracked to answers
-
Recruit
Panel built from your own customersCRM, CSV & in-product forms
share a link, bring your own list
Rented panel reach
-by design - bring your own provider
partner panels, 85+ countries
Email campaigns with cool-downssent from your domain
-
Scheduling for live sessions
-async by design
Conduct
AI-moderated interviews at scaleparallel sessions, adaptive probing
Live human interviews, hostedin the browser, recorded & transcribed
-upload recordings instead
Live AI tips while you moderate
-
Prototype & usability sessions
Consent tracked per participantversioned forms, withdrawals propagate
-
Ingest
Recording uploads & transcription
Ticket, email & form connectorsstudies, plus the streams between them
-
Bulk datasets (CSV / JSON)
-
Analyze
Instant AI synthesisthemes, summaries & quotes
Validation pass on every claimthe DIVE™ pipeline - hallucinations filtered out before your CTO catches them
-
Your models, prompts & flows
-
Cross-study Super Insightsa repository that compounds
chat within a project
Act
Initiatives synced with Linear & Jira
-exports - PPT, PDF, CSV
Notify the customers who askedand invite them to the follow-up study
-
Pricing & trust
Transparent metered usagepublic rates, itemized line items
-custom contracts
Start small, self-servefrom $49 a month
-
No training on your research

based on Outset’s public documentation, June 2026 · spotted something out of date? tell us - we’ll fix it

Conduct

An AI moderator - and a co-pilot.

Some questions are best asked by an AI at two in the morning, two hundred times in parallel. Others deserve a human in the room. Outset gives you the first. reOS doesn't make you choose.

Scale when you want it

Hand the AI moderator your guide and run the whole study overnight - listening in live on any session, just like in Outset.

Depth when it matters

Run the session yourself, hosted in the browser, while reOS tracks guide coverage and whispers the follow-up you’d kick yourself for missing.

Consent either way

Versioned consent per participant, collected before the session and honored across every study - AI-run or human-run.

one moderation guide · every way to run it
AI moderator200 sessions tonight, in parallel - listen in on any of them
You, livehosted in the browser, with AI tips quietly in your ear
Prototype sessionsput a design in front of users and watch them think
Silent observersstakeholders join live without the participant noticing

the guide comes from the planning assistant - coverage tracked either way

After the interview

Interviews end. The loop doesn’t.

In a standalone interview tool, a finished study becomes a deck - and the learning stops there. In reOS, it becomes part of a repository that gets smarter: cross-study patterns surface on their own, insights turn into tracked initiatives, and the customers who asked hear back when it ships.

Research that compounds

Super Insights connect this study to every study before it - and to the ticket stream running alongside.

Evidence that ships

Insights become initiatives with their sources attached, synced to Linear and Jira so you can watch them move.

The loop closes itself

When the change ships, the participants who cared get told - and invited to the follow-up. Response rates thank you.

after the interviews - the part that compounds
DIVE™ analysisclaims validated against their sources
Super Insightpattern confirmed across 3 studies & the ticket stream
Initiativecreated from the insight · synced to Linear
Loop closedthe 9 participants who asked get notified at ship

interviews compound instead of expiring with the project

Pricing

A price you can read without booking a call.

Outset is sold like enterprise software: a conversation, a contract, an annual figure. reOS is priced like a utility - sign up today, see every rate up front.

Outset
Custom contractsPricing is quoted per team - there’s no public rate card or self-serve tier.
Committed up frontUsage is negotiated annually, before you know what the year’s research will look like.
Participants sold separatelyPartner-panel recruiting is a real strength - and a separate budget line.
reOS
A small monthly baseHosting, your team, panel and repository - from $49, with usage credits included.
Usage, metered transparentlyInterviews by the minute, AI analysis by the token. You see the rate before you run, and the line item after.
Bursty by designResearch hard in March, pay little in August. No annual bundle to size in advance.
Switching

Bring your research with you.

Bring your Outset transcripts and recordings into reOS and they become analyzable observations - cited, searchable, and connected to everything your customers say from here on.

Recordings & transcripts

Upload sessions from any tool - transcription, speakers, and time-codes are automatic.

Datasets of any size

Survey exports, review dumps, call logs - CSV or JSON, mapped into analyzable observations.

Channels, connected

Point your ticket queue, inbox, and forms at reOS once - new data flows in from then on.

Run your next study in reOS.

Sign up, import an interview, and trace your first insight to its source in minutes.