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AI insight reports are structured analyses of a single screen. Each report uses a vision model to evaluate the screenshot and returns a well-organized markdown report with findings, scores, and concrete recommendations.

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Generate a report

1

Select a screen

Click a screen to open its properties panel.
2

Pick a report type

Choose from the available insight types, listed below.
3

Generate

BenchCanvas analyzes the screenshot and returns the report.
4

Save it to the screen (optional)

Add the insight to the screen as a comment so it stays attached for your team.
Use full-page screenshots for the richest analysis. Reports can evaluate content below the fold, not just the visible viewport. See Screenshots.

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Report types

Nielsen Heuristic Evaluation

Scores the screen against Jakob Nielsen’s 10 usability heuristics with severity ratings and top priorities.

UX Pattern Detection

Identifies known UX and UI patterns, rates their implementation, and flags missing ones.

Visual Hierarchy and Layout

Analyzes visual weight, reading flow, spacing, and composition.

Accessibility Quick Audit

A visual, WCAG-oriented check of contrast, text size, touch targets, and more.

Content and Microcopy Review

Evaluates headlines, CTAs, labels, and microcopy for clarity and effectiveness.

Conversion Optimization

Reviews CTAs, trust signals, friction, and cognitive load with growth-focused recommendations.

Component Inventory and Design System

Catalogs visible components, flags inconsistencies, and rates design-system readiness.

Information Architecture Assessment

Evaluates navigation structure, content organization, labeling, and wayfinding.

Emotional and Brand Perception

Assesses first impression, brand personality, trust, and emotional tone.

Competitive UX Benchmarking Summary

Benchmarks the screen against current industry best practices for its category.

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Coming soon

Visual Attention Heatmap

Predicts average visual attention and renders a heatmap overlay on the screenshot. This report is shown in the app but not yet available to generate.

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Who each report is for

Reports are tuned for different roles. Designers, researchers, and product managers will each find types aimed at their work, from layout and component analysis to heuristics, information architecture, and conversion.
Generating a report may consume credits, depending on your plan.