Grade

Grade your product before your users do

Grade scores your product experience on 100s of user scenarios, calibrated to what real users say and do.

Catch regressions before you ship

Review launches with graded examples

Benchmark competitors on key scenarios

From the team at Voicepanel

Ancestry
Poshmark
Nestlé
Gamma

Use cases

Where teams use Grade

Regression checks

Catch failure modes on priority scenarios before they ship.

Product launch reviews

Walk through graded examples and decide if you're ready to ship.

Competitive benchmarking

See how your product stacks up on the scenarios that matter most.

Agent feedback loops

A shared bar for what agents should optimize toward.

How it works

From user research to autograder

01

Test scenarios with users

We recruit your target users and record them using your product on the scenarios that matter. What they say and do is captured in detail, and handled for you in a matter of days.

02

Decide what good looks like

We help you build a rubric for how well user needs are met, not how good the AI sounds. It applies across hundreds of real scenarios, rooted in what your users actually say and do.

03

Get your autograder

We deliver an autograder calibrated to your users. Score 100s or 1000s of scenarios automatically, and test new product ideas before they reach the first user.

Why now

User research for AI-native product teams

Ad-hoc user research can't keep up with how modern teams ship. Grade gives you a score you can re-run on every change.

Ad-hoc user researchGrade
Cadence

Tied to big milestones

Runs continuously

Cost to repeat

High cost per study

Low cost per score

Where insights live

Reports that get filed away

Embedded in your dev process

Scenario coverage

Deep on a few studies

Scales to 100s of scenarios

Failure modes

Hard to cover every path

User-calibrated, applied broadly

Join the waitlist

We're onboarding teams in waves. Tell us a bit about what you're building, and we'll reach out to schedule a call.

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Grade

By Voicepanel