LLM Visibility Optimization
LLM Visibility Optimization is the measurement layer underneath AEO and GEO — a disciplined, repeatable way to track whether your brand is being mentioned, misrepresented, or ignored across the major AI platforms.
Services
Benefits
Consistent measurementThe same prompt set tested monthly for a real trend line.
Misrepresentation alertsFlags cases where a model states something inaccurate about your brand.
Competitive benchmarkingSee who's being cited instead of you and why.
Actionable reportingFindings translated into specific content and structure fixes.
Who This Is For
Common Business Challenges
No visibility into how AI tools describe your brand today
Inaccurate information being repeated by AI assistants
No baseline to measure improvement against
Our Process
Model-by-model audit
We test each major assistant separately — they disagree. You get a per-model picture of what is said about you, including what is wrong.
Correct the record
Where a model repeats outdated or false claims, we trace the sources feeding it and get those corrected at source.
Retrieval-friendly publishing
Clean, chunkable, unambiguous content and structured data so retrieval systems can quote you without distorting you.
Ongoing model monitoring
Fixed prompt sets re-run per model on schedule, so you learn about a bad answer from us rather than from a prospect.
Engagement basics
What we need from you
- Approved product facts, pricing and positioning
- Contacts for third-party sites that need corrections
- Website content access
The number we are judged on
Accuracy and presence of your brand in tracked model responses, scored per model.
Deliverables
Baseline LLM visibility audit
Monthly prompt-based tracking report
Misrepresentation identification and correction plan
Competitive citation benchmarking
Quarterly strategy adjustment
Expected Outcomes
Improved Brand Mention Accuracy
Increased AI Citations
Search Visibility Increase
Competitive Share of Voice
Figures reflect portfolio highlights and illustrative examples. Individual results vary by business, industry, and campaign scope.
Related Case Study
What you can hold us to
- A reply within one business day, from the founder.
- A written plan — channel mix, budget and targets — approved by you before any spend.
- A live dashboard plus a monthly written read against those targets.
- Full admin access on every account, from day one.
Frequently Asked Questions
Is this a one-time audit or ongoing?
Ongoing — model behavior changes with updates, so a single snapshot isn't enough.
Can you fix incorrect information about us in ChatGPT directly?
Not directly, but we can improve the web content models draw from over time.
How many prompts do you test?
Typically 15-30 category-relevant prompts per client, refined over time.
Ready to Grow with LLM Visibility Optimization?
Book a free 20-minute strategy call and we'll tell you honestly whether this is the right fit for where you are.