Prompt presence across the agreed test set.
Sample report
A Clear View of the Evidence Behind Every Finding
This page shows the report structure. Client findings are added only after a completed review.
Show what the AI answer actually said.
Explain why the finding matters for the project.
Separate urgent issues from useful improvements.
Connect each finding to a practical next step.
How often a useful source appears in answers.
Which pages and domains support the answer.
A dated view of mentions within the same prompts.
The same prompt set, source list, and date are kept with the delivery so a later retest can show what changed.
Executive Summary
High-level findings, context, and priority view.
Prompt Test Results
AI answer screenshots and structured observations.
Competitor Comparison
Presence, positioning, source, and evidence comparison.
Factual Errors
Incorrect, ambiguous, or conflicting project information.
Citation Sources
Sources that influence how AI systems form answers.
Website & Docs Findings
Clarity, structure, consistency, and evidence gaps.
Priority Action Plan
Recommended actions organized by impact and effort.
Evidence standard
Every score comes from a dated review.
Molthub publishes client work only with permission. Private reports remain private.
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