Catch problems early

Gives designer access to diverse stakeholder perspectives by simulating distinct critical positions, finding unanticipated objections that can be addressed before live stakeholder engagement.

Validate·Quality·Emerging

Post fieldwork analysis, the user researcher has an AI critique their report by looking for areas of bias or interpretive overreach before findings are delivered.

Validate·Risk Reduction·Developing

As an early screening tool for catching hierarchy problems. Predicted attention heatmaps are generated without participants, enabling rapid visual hierarchy checks before committing to live eye-tracking or running behavioral analytics on live products.

Validate·Efficiency·Established

Agents simulate user interactions with a prototype, generating plausible behavioural data and task completion patterns without recruiting participants or scheduling sessions.

Validate·Velocity·Emerging

Provides structured design review on demand, identifying issues the designer may be too close to see so the work can be strengthened before human review.

Concept·Quality·Emerging

Shortens experiment runtime by generating test configurations from product analytics, then recommending optimizations based on test results.

Improve·Velocity·Developing

Continuously reviews live product against design system rules, detecting drift, inconsistencies, and shadow implementations before they compound into systemic design debt.

Improve·Quality·Developing

Catches accessibility issues before development by automating WCAG compliance checks across designs and live interfaces, reducing remediation costs and compliance exposure.

Validate·Quality·Established

AI analyses UI screenshots against established usability principles, producing a structured list of potential violations that a designer or specialist reviews and prioritises.

Validate·Efficiency·Established

Catches compliance violations at the design stage rather than at formal review or post-launch, reducing remediation cost and shortening the review cycle for regulated product teams.

Validate·Risk Reduction·Emerging

Detects cross-channel semantic drift that degrades brand coherence and AI-mediated visibility, enabling teams to remediate contradictions before they compound into systemic brand confusion.

Validate·Risk Reduction·Emerging

Detects design system violations in UI implementations before they reach production, catching inconsistencies that manual review misses at scale.

Deliver·Risk Reduction·Emerging

Detects unintended visual changes between design specifications and code implementations automatically, catching regressions that manual review misses at scale.

Deliver·Quality·Established

Creates a unified diagnostic view by generating summaries that triangulates session replay with friction points and behavioural patterns found across data sources.

Improve·Insight·Developing

Detects experience quality issues across thousands of sessions, helping teams remediate before they impact into business.

Improve·Insight·Developing