AVO Series · Phase 03 of 03

Measure —
Know Where You Rank in AI Answers.

Measuring AVO requires tests against multiple LLMs, a prompt book, and metrics that combine citation rate, answer quality, and brand sentiment.

4LLMs in a Cross-Model Audit
8–12Weeks to Visibility Gains
3–6Months to Commercial ROI

One Number, Five Components

Visibility Score = the percentage of canonical prompts where your brand is cited among top answers across N LLMs. Run cross-model audits — ChatGPT, Gemini, Claude, Copilot — and record per-model gaps.

01
Component 01
Citation Frequency
How often your brand appears among top answers across the canonical prompt set.
02
Component 02
Answer Accuracy
Fact-match between what the model says and your approved, current content.
03
Component 03
Context Suitability
Whether the citation fits the user's actual intent, not just the keyword.
04
Component 04
Sentiment
The tone in which your brand is represented when cited.
05
Component 05
Source Trust Score
How authoritative and current the model perceives your cited source to be.

Test the Pipeline, Not Just the Output

Test your knowledge graph and vector DB retrieval for recall and precision on canonical prompts. Monitor hallucinations and run A/B tests on page formats, microcopy, and schema changes to see what actually increases citation rate.

◆
Test 01
Recall & Precision
Does retrieval surface the right evidence node for each canonical prompt?
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Test 02
Hallucination Monitoring
Track incorrect claims and how long they take to be corrected at the source.
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Test 03
A/B Testing
Page format, microcopy, and schema changes — measured against citation rate, not opinion.

Leading Indicators, Outcome Indicators

Leading KPIs
Visibility score lift · citation share · RAG recall @k · MLR cycle time · content-to-publish hours
→
Outcome KPIs
HCP engagement lift · demo requests · prescribing signals (where allowed) · faster MLR cycles
Expect measurable visibility gains in 8–12 weeks for prioritized Focuses; commercial ROI in 3–6 months.

Ready to See Your Visibility Score?

A free 10-prompt pilot establishes your baseline across three LLMs — the first step toward a structured AVO program.

Request a Visibility Audit → Back to Series Overview