GEODec 2025

Tracking your brand across the AI answer layer

If your customers now ask an LLM before Google, you need to know whether you're being mentioned, cited, or ignored.

PS
Prasanth SD
Founder ยท AI Infrastructure

Your customers are asking ChatGPT and Perplexity about your category. Are you being mentioned? Cited? Recommended? Or completely invisible? If you're not tracking AI visibility, you're flying blind in the most important new channel.

The new reality40% of product research now starts with an AI assistant, not Google. If your brand isn't appearing in those AI-generated answers, you're losing customers you'll never know about โ€” because there's no "impression" to count.

Why traditional analytics miss this

Google Analytics tracks clicks. Search Console tracks impressions. Neither tracks whether ChatGPT mentioned your brand in a conversation with a potential customer. The AI answer layer is a black box unless you actively monitor it.

๐Ÿ‘๏ธ

Mentions

Is your brand named in the AI's response at all?

๐Ÿ”—

Citations

Is your content linked as a source?

โญ

Recommendations

Are you recommended as a solution?

What to track: the AI visibility framework

We break AI visibility into four measurable dimensions:

1

Presence rate

What percentage of relevant queries include your brand in the response? Track across ChatGPT, Perplexity, Claude, and Gemini separately โ€” each has different citation patterns.

2

Position in response

Are you mentioned first, in the middle, or as an afterthought? First-mentioned brands get 3ร— the user attention. "Lost in the middle" applies to AI answers too.

3

Sentiment of mention

Being mentioned isn't always good. "X is expensive and complex" is a mention that hurts. Track whether the context is positive, neutral, or negative.

4

Competitor share

When you're mentioned, who else is? If the AI always pairs you with a cheaper competitor, that positioning matters. Track co-mention patterns.

How to monitor: the practical approach

You can't intercept AI conversations. But you can systematically query AI engines with your target keywords and track the responses:

Monitoring workflow

1

Define your query set โ€” 50-100 questions your ideal customer asks about your category

2

Run queries weekly across ChatGPT, Perplexity, Claude, Gemini via their APIs

3

Parse responses for your brand name, URL, product names. Log position and context.

4

Track trends โ€” visibility should increase as you optimize content for GEO signals

What good looks like

MetricPoorAverageStrong
Presence rate< 5%15-30%40%+
First-mention rate< 10%20-35%50%+
Positive sentiment< 50%70-80%90%+
Citation with source link< 2%10-20%30%+

The action loop: track โ†’ optimize โ†’ measure

Visibility tracking isn't a one-time audit. It's an ongoing loop:

๐Ÿ“Š

Track

Monitor your presence across AI engines weekly. Identify which queries you're missing.

โœ๏ธ

Optimize

Add citations, statistics, and direct answers to your content. Make it reranker-friendly.

๐Ÿ“ˆ

Measure

Re-run queries after 2-4 weeks (AI indices update). Track lift in presence and position.

The brands building this infrastructure now will compound their advantage. Every week you're not tracking AI visibility is a week your competitors might be gaining ground in the channel where your next customers are making decisions.