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PH1 Expertise

AI Trust & Confidence Research

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PH1 Expertise

AI Trust & Confidence Research

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PH1 Expertise

AI Trust & Confidence Research

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PH1 core capbility

YEARS EXPERIENCE

9 to 10 years

TYPICAL CLIENT

VP Product, Director of UX Research, VP Customer Success

NECESSARY TIMELINE

Less than 2 months

Our POV

Trust is not a brand claim, it is a behaviour. If people double-check every output, keep a manual copy, or stop using a feature for anything that matters, confidence has failed — and none of that shows up as an error.

It can happen while the output is technically fine. The model is accurate and the person still does not rely on it, usually because nothing told them when it could be trusted and when it could not.

What We Do

Find where reliance stops. The moments people hesitate, verify, abandon, or quietly route around the AI — observed rather than self-reported.

Diagnose the cause. Unclear expectations, missing feedback, inconsistent behaviour or presentation that oversells certainty, each of which needs a different fix.

Weight by segment. Which groups have withdrawn trust, how far, and what it would take to recover it, so the response is targeted rather than generic.

What We'll Deliver

  • Map of where trust and reliance break down in the workflow

  • Causes diagnosed and separated by type of fix required

  • Segment weighting showing where confidence has withdrawn

  • Specific interface and content changes to rebuild reliance

  • Trust indicators you can monitor after the changes ship

  • Validation approach to confirm confidence actually improved

When This is Essential

  • People try the AI once and do not come back to it

  • Feedback is vague: unclear, or I do not trust it

  • Adoption has plateaued despite the model improving

  • Users keep a manual process running alongside the AI

  • Credibility concerns are rising internally before customers raise them

Combine With These Services

Part of AI Product Evaluation and Customer Research.

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Submissions

Submit Your Brief or RFP