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SEO & AI Search8 min read

How to measure AEO without enterprise tooling: the manual ChatGPT and Perplexity tracking protocol

You don't need £200-£800/month enterprise tools to track AEO. Here's the 30-minute monthly protocol that covers 80% of what enterprise tools do, free.

WK

Will Kelso

Founder, Kelso Creative

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Most UK service businesses can measure their AEO position without paying for enterprise tooling. The manual protocol below takes 30 minutes a month, costs nothing, and gives you a clearer feel for how AI search engines are actually reasoning about your business than any dashboard. Profound, EarlySEO, and Omnia are excellent tools at the £200-£800 monthly price point, but for a UK SME with a focused list of priority queries, the manual approach is more than enough to track progress.

This piece covers the practical AEO measurement protocol that works for UK service businesses without enterprise budgets. Pairs with our AEO playbook and the AEO vs SEO comparison.

What to measure

Two metrics, not five:

  • Citation count · How many times your business name, domain, or content is referenced in AI-search responses to your priority queries.
  • Citation context · Which queries trigger your citation, what content the AI is pulling from, and how positively or negatively the AI characterises your business.

The trend matters more than the absolute number. A UK service business with 2 citations this month vs 0 last month is winning. A business with 8 citations this month vs 12 last month is losing, even though the absolute number looks better.

The 30-minute monthly protocol

Step 1 · Pick 10 priority queries (one-off, ~30 min)

Brainstorm five buyer-journey questions per service. Real questions a real buyer would ask in natural language, not keyword-stuffed search terms.

For a UK plumber:

  • "How much does an emergency plumber cost in [city]?"
  • "How do I find a Gas Safe plumber near me?"
  • "What's the difference between a plumber and a heating engineer?"
  • "How quickly can a UK plumber respond to a leak?"
  • "What should I look for when hiring a plumber UK?"

Step 2 · Run the queries monthly (~20 min)

Pick a consistent day each month. Open ChatGPT (with search enabled), Perplexity, and Google (looking at the AI Overview when it appears). Run the same 10 queries in the same order on each engine.

Step 3 · Log the results (~10 min)

One row per query per engine. Columns:

  • Date
  • Query
  • Engine (ChatGPT / Perplexity / Google AI)
  • Cited? (yes/no)
  • Position in citations (1, 2, 3+, or named without link)
  • Quote from response (paste the relevant sentence)
  • Sentiment (positive / neutral / negative)

That's the whole protocol. Spreadsheet, 30 minutes a month, real data.

What the data tells you

Three patterns to watch for after 60-90 days of tracking:

Pattern 1 · Rising citations across queries

You're winning. Your content structure and entity presence are compounding. Continue the work, double down on the content patterns that get cited.

Pattern 2 · Cited on some queries, not others

Common pattern. The queries where you're cited reveal which content is structured well; the queries where you're not are gaps to fill. Build cluster posts targeting the missing intent.

Pattern 3 · Never cited

Two diagnoses to run, in order:

  • Audit your content structure (FAQ blocks, direct-question H2s, named numerical claims, schema markup)
  • Audit your brand entity consistency (NAP, founder, brand mentions across the web)

When to upgrade to enterprise tooling

The manual protocol fits up to roughly 30 priority queries. Beyond that, the time investment starts to dominate. The tools worth considering once you're scaling:

  • Profound (£200-£500/month) · UK-friendly AEO citation tracking with broad query coverage
  • EarlySEO (£150-£400/month) · Citation tracking with content optimisation suggestions
  • Omnia (£300-£800/month) · Enterprise tier with API access and custom dashboards

For most UK service businesses with under £50k annual marketing budgets, the manual protocol is the right call. Save the budget for content production and conversion work, which produce more direct return than measurement dashboards.

Questions readers ask

Frequently asked

  • No, not for most UK SMEs. Profound, EarlySEO, and Omnia are excellent enterprise tools but cost £200-£800/month. The manual tracking protocol below covers 80% of what enterprise tools do for £0. Most UK service businesses get more value from manually tracking 5-10 priority queries monthly than from paying for a dashboard they barely look at.

Ready to put it into practice

Ready when you are. Let's build.

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  • Where you are leaking leads right now
  • The three fastest growth levers for your business
  • A personalised 90-day growth plan
  • How you compare to your top three local competitors

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