ROLE DOSSIER / FRAME × RECRUIT × OBSERVE × SYNTHESIZE

UX researcher membership stack.

See plan cost, the Lean route, and the human gate for every stage.

Research checked2026-07-3064 official sources monitoredAll role stacks

PURCHASE SIZE / ROLE TEAM

1 operator

Custom

Per-member plans scale with the team; account, site, usage, and one-time plans stay fixed until checkout.

FRAME × RECRUIT × OBSERVE × SYNTHESIZE

UX researcher

Automate transcription and have researchers interpret the evidence.

UX researchers set learning goals, run consented sessions, capture evidence, synthesize across studies, and write findings that show their interpretation.

Recommended stack$60.92/ month · 1 person

Lean route$20/ month · 1 person

Annual difference$491.04/ year

MEMBERSHIP ROUTE / 4

Recommended memberships

USD · list price

LookbackModerated + unmoderated sessions

FreelancePer account · $299 billed yearly; 10 sessions$24.92/mo

DovetailEvidence repository + synthesis

FreePer account · One channel and one research project$0/mo

FigmaPrototype system + review

Professional · Full seat1 seat · Per member · Per full seat, billed yearly$16/mo

ChatGPTProtocol and synthesis support

Plus1 seat · Per member · Billed monthly$20/mo

PLAN DELTA / PROFESSIONAL → LEAN

What changes in Lean.

3 membership changes · $40.92/mo less

Professional and Lean membership comparison for UX researcher
Tool	Professional	Decision	Lean	Monthly delta
Lookback	Freelance$24.92/mo	Remove	Not included	Save $24.92
Dovetail	Free$0/mo	Keep plan	Free$0/mo	No change
Figma	Professional · Full seat$16/mo	Change plan	Starter$0/mo	Save $16
ChatGPT	Plus$20/mo	Keep plan	Plus$20/mo	No change
Lyssna	Not included	Add	Free$0/mo	No change

FRONTIER WORKFLOW / HUMAN IN LOOP

The work, step by step.

5 controlled stages

01 / FRAME

Define the decision, evidence threshold, and participant boundary.

Learning goals, assumptions, screener, protocol, consent language, and stop criteria.

Human gate

A researcher approves the question, method, privacy boundary, and prohibited inference.

02 / PROTOTYPE

Build only enough fidelity to test the risky behavior.

Task-ready prototype, realistic content, branch states, accessibility notes, and facilitator route.

Human gate

Confirm the prototype tests the research question instead of teaching the intended answer.

03 / RUN

Choose depth or scale, then preserve the session evidence.

Consented recordings or study responses, observer notes, task outcomes, and recruitment metadata.

Human gate

Monitor participant welfare, identity, consent, incentives, and unexpected sensitive disclosure.

04 / SYNTHESIZE

Let AI organize the material while researchers interpret meaning.

Traceable clips, tags, themes, contradictions, confidence, and links back to raw evidence.

Human gate

Review every generated theme against the source and preserve dissenting evidence.

05 / DECIDE

Connect findings to the design decision and its next test.

Prioritized findings, evidence clips, design implications, owners, and a versioned prototype response.

Human gate

Stakeholders state their confidence and mark a small study as limited evidence.

RESEARCH SIGNALS / OFFICIAL SOURCES

What is changing now.

3 monitored sources

Research agents are moving into repositories with human sign-off.

Dovetail’s current agent model can investigate connected customer evidence while requiring people to review and approve consequential actions.

dovetail.com 02

Adaptive follow-ups are entering scalable self-serve studies.

Lyssna Growth adds AI follow-up questions and summaries while participant-panel usage remains a separately governed cost.

help.lyssna.com 03

Mixed-method session analysis is becoming an assisted review surface.

Lookback combines moderated and unmoderated recordings with Eureka AI analysis, findings, and shareable research evidence.

lookback.com