What the evidence supports
- SE Ranking reported 320 monthly US searches, keyword difficulty 48 and AEO Engine at position 19 for “llm visibility” on August 11, 2026.
- Mention rate, owned citation share and share of voice answer different questions and should not be collapsed into one score.
- A stable denominator matters more than a large but constantly changing prompt list.
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 |
|---|---|---|
| Baseline | Fixed buyer-question set tagged by decision stage | Question count, market, provider and collection date disclosed |
| Gap diagnosis | Missing-brand, weak-position and source-overlap views | Raw answers show why each issue was classified |
| Improvement loop | Prioritized entity, page, technical and authority actions | Comparable post-change run plus shipped-work log |
What the engagement should change
Improve mention quality
Aim for accurate category and use-case descriptions, not a name inserted without context.
Increase source ownership
Create pages strong enough to support the claims answer systems make about the brand.
Win the right questions
Prioritize buyer decisions tied to fit, comparison, cost and implementation.
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
- Answer observations are probabilistic and may vary between runs.
- A higher mention rate does not by itself prove more qualified demand.
- Private customer analytics are not accessed without authorization.
Questions
Can llm visibility optimization 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.