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PH1 Expertise

AI Failure Pattern Mapping + Ranking

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PH1 Expertise

AI Failure Pattern Mapping + Ranking

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PH1 Expertise

AI Failure Pattern Mapping + Ranking

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PH1 core capbility

YEARS EXPERIENCE

3 to 5 years

TYPICAL CLIENT

VP Product, Director Product, Director Research

NECESSARY TIMELINE

2 to 3 months

BUDGET NECESSARY

Up to $50,000

Our POV

Failures aren’t random; they cluster into patterns that predict churn and distrust. Without a ranked view, teams burn cycles fixing what’s visible rather than what’s costly. PH1 catalogs failure scenarios, assesses severity and frequency, and ranks them by outcome impact. This turns chaos into a prioritized backlog: what to fix first, why it matters, and how to validate improvement.

What We Do

We gather real failure scenarios, group them into meaningful patterns, and evaluate each pattern by severity, frequency, and impact on customer success. We then produce a ranked view of what to fix first, why it matters, and how to validate improvement—so teams focus effort where it will measurably reduce harm and increase adoption.

What We Deliver

  • Failure pattern inventory

  • Ranked priority list with rationale

  • Recommendations for what to fix first

  • Validation plan to confirm failures dropped

When This is Essential

  • Failures are frequent and priorities unclear

  • Trust is eroding due to inconsistency

  • Support escalations indicate hidden issues

  • You need a defendable fix backlog

Combine With These Services

  • AI Chat Output Benchmarking & Optimization — Links failures to output usefulness gaps.

  • AI UX Task Success Evals — Confirms fixes increase completion measurably.

  • AI Product Success & Risk Assessment — Aligns failure priorities with scale risk.

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Submissions

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