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PH1 core capbility
YEARS EXPERIENCE
3 to 5 years
TYPICAL CLIENT
Founders, VP Product, VP Marketing
NECESSARY TIMELINE
2 to 3 months
BUDGET NECESSARY
Up to $50,000
Our POV
Outputs that read well can still fail users. Customers judge AI by progress: did it help me take the next step and finish the task? PH1 benchmarks outputs in realistic prompts and contexts, identifies patterns that disappoint or mislead, and recommends changes that increase usefulness and consistency. The intent is measurable improvement in real use, not nicer responses in demos.
What We Do
We create realistic prompt sets and scenarios, benchmark output usefulness and consistency, and identify patterns that create disappointment, confusion, or wrong next steps. We then recommend improvements focused on increasing real usefulness and define how to re-test so the team can demonstrate that output changes improved outcomes, not just tone.
What We Deliver
Output benchmark results and gap analysis
Priority improvement opportunities
Guidance for iterating outputs in context
Re-test plan to confirm usefulness improved
When This is Essential
Users report “not helpful”
Output changes don’t increase adoption
Teams need repeatable comparisons
You want fewer failures without guessing
Combine With These Services
AI Failure Pattern Mapping + Ranking — Targets output issues causing the most harm.
AI UX Task Success Evals — Verifies output changes increase task completion.
Product Release Performance Analysis — Proves output improvements worked after launch.
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Submissions