Trust & Methodology
Defensible outputs for teams that need more than black-box scores
If a team is going to act on AI visibility, it needs evidence it can review, reliability it can trust, and outputs it can defend internally.
Gemmetric is built around a simple standard: scores should map to observable signals, and every scan should have a clear reliability story.
Principles
What trust means in practice
Trust is not a tagline here. It means the result can be explained, the evidence can be reviewed, and the reliability of the scan is visible instead of implied.
Explainability
Every score maps to signals you can inspect, page by page and source by source.
Repeatability
Scans run consistently and can be compared over time. Deltas matter more than isolated snapshots.
Visibility into uncertainty
Reliability, access failures, and scan limits should be visible so teams do not confuse uncertainty with certainty.
What teams should be able to inspect
- What pages and signals were actually evaluated
- What failures or access problems affected the scan
- What evidence supports the current conclusion
- What changed between one scan and the next
What teams should never have to do
- Guess why a score moved
- Act on a recommendation they cannot trace back to evidence
- Confuse scan failure with business failure
- Trust a clean-looking dashboard that hides uncertainty
SLA story
Every scan tells a story
We do not ask you to trust uptime claims. We expose scan reliability, latency, and domain-level failures as product data.
Sample metrics shown for illustration.
Success rate (rolling)
99.2%
See reliability over time. No black boxes.
Avg scan duration
42s
Latency spikes can indicate site or routing issues.
Failure rate by domain
0.8%
Surface blocked crawlers, robots rules, and auth walls.
SLA compliance
On target
Enterprise posture: measurable, auditable delivery.
You get the same operational transparency we use internally.
Read the SLA story →Want to see the methodology applied to your domain?
Start with access. We'll help you run the scan, review the evidence, and turn the findings into work your team can ship.