What the evidence supports
- No reliable exact-match demand row was present in the saved competitor export, so this page uses a falsifiable recovery method instead of a claimed search volume.
- A changed prompt or provider can create apparent decline without any site change.
- Technical failure, evidence decay and competitive displacement require different recovery actions.
Deliverables and acceptance evidence
A deliverable is not complete because a document exists. Each phase has observable acceptance evidence and a boundary on what it can prove.
| Workstream | Shipped output | Acceptance evidence |
|---|---|---|
| Comparability | Question, provider, model label, market and sample audit | Confirm like-for-like decline before diagnosis |
| Site evidence | Fetch, render, canonical, content and entity change review | Dated issue evidence tied to affected pages |
| Answer ecosystem | Changed competitors and cited sources | Source-level explanation for displacement hypotheses |
What the engagement should change
Rule out sample drift
Reconstruct the previous and current denominator before changing the site.
Repair the failed layer
Fix access, clarity, proof or corroboration according to observed evidence.
Re-run comparably
Use the same question and provider conditions and report the remaining uncertainty.
Methodology
- Use a fixed buyer-question and query map so content, technical work and measurement share the same decision scope.
- Capture the baseline before implementation, including exact sample sizes, engines, dates, rankings or answers used.
- Ship the smallest evidence-backed technical, content or authority change that closes the gap, then record what actually went live.
- Re-run comparable observations and report counts alongside percentages. Do not infer revenue without authorized commercial data.
Limitations
- Historical consumer answers may not be reproducible.
- Provider-side changes can affect visibility without a public explanation.
- Recovery work cannot guarantee restoration of a probabilistic answer.
Questions
Can ai visibility recovery guarantee an AI citation?
No. The work can improve accessibility, clarity, evidence and external corroboration, but the answer system decides what it retrieves, names and cites.
How is progress measured without customer Search Console access?
RadiusRank can use a stable question sample, raw answers, mentions, citations, source share and public technical checks. Search and revenue claims are added only when the customer authorizes those data sources.
Sources and data
- RadiusRank answer engine optimization service: Public service method, deliverables, measurement and explicit no-guarantee boundary.
- RadiusRank AI SEO tool: Current public product scope, three-day diagnostic and $79 month-to-month subscription, verified August 14, 2026.
- RadiusRank current-offer record (August 14, 2026): Dated first-party offer record. It supersedes only the RadiusRank offer fields in the preserved August 12 capability and vendor snapshots.
- Google Search Essentials: Official technical requirements, spam policies and key search best practices.
Found a changed price, product limit or source? Email team@radiusrank.com with the official URL. We preserve the snapshot date instead of silently rewriting historical data.