Sources and limits
What was measured, how, and what was not.
We list the sources and the limits as plainly as the results.
| Item | How it was produced | Coverage |
|---|---|---|
| Audit engine | Run on 2026-10-10 against searchengineseer.com and spectroscience.com with the production audit module and its service environment. | TLS, DNS, headers, on-page parse, page-speed measurement |
| AI-visibility results | 452 stored results, 57 passes, 2026-08-14 to 2026-10-09, one tracked brand. | Counts only; no engine answers are reproduced here |
| Structured data | Generated by the product’s own generator on 2026-10-10. | Organization, WebSite |
| Case study numbers | Internal audit of 2026-08-21 and verification in production. | Linked report |
Limits we want you to see
- The second site’s page-speed measurement timed out, so its speed fields read unavailable. They were not estimated.
- Backlinks, search rankings and competitor data are not measured today; those fields read n/a wherever they would appear.
- The AI-visibility counts come from one tracked brand. They show engine availability and the shape of the evidence, not a market benchmark.
- The fixes listed as addressed are in this release; the proof is a re-audit of the live site, which runs after go-live.
- Scores and grades use proprietary weights; the checks and evidence behind each finding are shown.
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