Tasks / Design

One-shot prototype

Can the configuration produce a working, constraint-compliant prototype in one attempt?

Measures the systemTask v1.2 · 2 casesDifficulty

What AI gets right here, and what you’ll still have to catch

From 12 graded outputs by 6 models.

Reliably right

Avoids template layout and copy tells100% pass
Shows the no-slots state100% pass
Respects explicit constraints83% pass

Where it slips

Says what it tests and what's faked46% pass
Avoids the generic AI palette67% pass
Stays in scope75% pass

Case viewer

Read the brief, then put up to three outputs side by side, each with the LLM judge’s verdict on every check. Highlights mark what a PM had to fix.

The brief

Build a clickable prototype of a flow where an employee captures a receipt, checks the amount the app extracted, corrects it, and saves the expense. Deliver a single self-contained HTML file that opens straight into the flow in a browser: no design canvas, artboard or "play" step. Use made-up data.

ScenarioAlex Morgan is submitting a taxi receipt from 14 September for £38.40. The app's automatic extraction misreads the amount as £83.40.

ConstraintsDesktop web. Receipt capture is simulated: a control such as "Use sample receipt" stands in for the camera or file upload, with no real upload needed. Show the extracted amount and let the employee correct it before saving; the saved expense shows the corrected amount.

What a strong answer does

Capture (simulated), a visible extracted amount, an easy correction, and a saved expense showing the corrected amount.

Critical failures (cap the score)

Core interaction broken

Case

v1.1 · synthetic · fintech

Sonnet 5.5API GPT-6.1 SolAPI GPT-6 LunaAPI Opus 5.5Claude GPT-6 AstraChatGPT Gemini 3.5 Flash-LiteGemini

GPT-6.1 SolAPI

5 of 6 checks passed

Output

Open the prototypeThe file the model delivered, in a new tab

Save this as `expense-flow.html` and open it in a browser. The receipt capture is simulated; all interactions work locally.

Check by check

Mixed · 1

Says what it tests and what's fakedThe two graders disagreed on this one.

Got right · 5

Respects explicit constraints
Core interaction works
Stays in scope
Avoids the generic AI palette
Avoids template layout and copy tells

Grades and run details

Decision model 92

Decision model checks

passRespects explicit constraintsbrowser100%
passCore interaction worksbrowser100%
passStays in scope83%
passAvoids the generic AI palettebrowser100%
passAvoids template layout and copy tellsbrowser100%
partialSays what it tests and what's faked71%

Artefacts

Prototype (html)

Run

Run: #1
API response time: 1.6 min
Submitted: 29 Sept 2026

Results

Every setup we’ve tested on this task, across all cases and repeats, graded on the current checklist. Calibrated: the graders match our PM on 86% of checks.

#	Model · Harness	Decision model	LLM judge	Runs	Critical failures
1	Sonnet 5.5withAPI	92.9	–	2	None
2	GPT-6.1 SolwithAPI	88.7	–	2	None
3	GPT-6 LunawithAPI	84.5	–	2	None
4	Opus 5.5withClaude	76.8	–	2	None
5	GPT-6 AstrawithChatGPT	69.6	–	2	None
6	Gemini 3.5 Flash-LitewithGemini	49.4	–	2	None

The PM job

Getting a clickable prototype in front of users or stakeholders fast.

Why it matters

A prototype that looks right but whose core interaction is broken wastes a research session. This task rewards working behaviour over polish.

What good looks like

The core interaction works end to end
Respects the stated constraints and scope
Handles the empty and error states named in the brief
Says what it's testing and what's faked
Looks like something you'd share: clear hierarchy, none of the stock AI-template look

Deliberately not measured

Production code quality
Design to a requested style: the brief never asks for one, so this measures default taste

Capability tested

Turning a spec into a usable interactive artefact

The failure we’re looking for

An attractive shell with a broken or absent core interaction

Grading

Browser checks (interaction and design) and decision model, calibrated against a blind PM review

This task measures the whole setup. Tools, instructions and skills in the harness do real work here, so read the harness as carefully as the model name.