AI is retrieving your content. Is it ready?
Your AI is only as trustworthy as the content it pulls from. We find where that content breaks trust, and build the system to fix it.
The Pattern
When AI deploys without a trust layer underneath, the same failure repeats.
Chatbots. Knowledge base migrations. RAG search. AI help centers. Different projects, same failure.
Terminology drifts. Outdated content surfaces with false confidence. Users get one wrong answer and stop trusting the system. Nobody owns the layer where it's happening.
The problem isn't the model. It's what the model is reading.
Core POV
Your AI isn't hallucinating. It's faithfully retrieving content that was never built for retrieval.
Free Entry Point
Condition Signal
Find out where your AI outputs are breaking trust, in minutes.
Condition Signal
What your content reveals
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Finding
CRITICALRetrieval Fragmentation
OBSERVED: Six distinct terms used for the core product across pages.
Finding
INVESTIGATEModel–Taxonomy Divergence
OBSERVED: Structured templates populated with unmanaged terminology.
Finding
INVESTIGATEDeprecation Risk
OBSERVED: No version signals to distinguish current from outdated.
What You Get
- Submit a URL, upload a doc, or paste text
- Get instant findings: retrieval fragmentation, taxonomy drift, deprecation risk
- No cost. No commitment. Just clarity.
Paid Full-System Audit
Condition Score
A full-system evaluation of where your content operation will fail your AI deployment as it scales.
Timeline
5 days
Investment
$7,500
Material Trust Gaps
Pillar Breakdown
/ 100
Top Risk
Approval workflows exist but aren't consistently followed.
Estimated rework: 12 hrs / week
Sample Assessment Preview
What You Get
- Maps every gap between your current content layer and what trustworthy AI output actually requires
- Surfaces ownership failures, drift patterns, and enforcement gaps across your entire operation
- Delivers a prioritized roadmap tied to deployment risk, not content theory
What the Score Reveals
Method
Signal
Find where trust is already breaking.
Score
Map the full system before it fails at scale.
System
Build the entire trust layer that was never there.
Who This Is For
Fractional Engagements
Need someone to own this end to end?
Some teams don't need a diagnosis. They need a person. Fractional content governance engagements are available for organizations that need a senior operator building the trust layer from scratch.
Find out exactly where your AI deployment is breaking trust, and what it's costing you.
Most teams don't find out until a user, partner, or auditor does. Let us find it first.
Need someone embedded? Let's talk about a fractional engagement