The Jincove Blog
Field notes on GEO for agencies: how to read mention vs citation, run AEO audits on real buyer questions, and hand clients evidence they can open - not a score they have to trust.

Gan Liu



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Field Notes on GEO for Agencies
Mention vs citation, source gap vs conversion gap, and AI visibility reports where every number opens back to the raw answer.

Copilot Rank Tracking Tools: 9 Compared, and Why There Is No Rank
Nine copilot rank tracking tools compared on which plan actually includes Microsoft Copilot, what each one stores, how it behaves across a client roster, and what it costs - every cell checked against the vendor's own page, with the page we read and the date we read it beside it.

How to Track Brand Mentions in AI Search: Six Engines, Two Booleans
A cross-engine method: where each of the six AI engines shows named and cited, how many runs per prompt a check needs, and when to stop tracking by hand.

Peec AI Alternatives: 8 Compared for Agencies
Eight Peec AI alternatives weighed for an agency roster, plus what Peec itself charges. Every price is linked to its source page and dated, or else MISSING.

AI Citation Tracking: How to Log Which URLs AI Engines Cite
Every vendor reports a citation percentage and almost none reports the denominator behind it. This is the capture schema, the URL rules that decide whether one page counts once or four times, the citation-rate formula with its denominator written down, and what the number still cannot tell you.

AI Search Visibility Metrics: The KPIs an Agency Can Prove
Six AI search visibility KPIs with a stated numerator, denominator and minimum sample, each one traceable back to a stored answer - plus the three metrics we leave out of a client report on purpose, and why.

What Is the AI Visibility Score, and What Does It Hide?
An AI visibility score is one number built from vendor-chosen weights. We take a published formula apart, change its weights, and show what to report instead.

AI Share of Voice: The Formula and the Denominator
AI share of voice, measured so a client can re-run it: declare the denominator, split named from cited, repeat every run, and skip invented benchmarks.

Profound Alternatives for Agencies: 8 Compared in 2026
Eight Profound alternatives compared on billing unit, engines listed, stored evidence and cost per client, with every price read on the vendor's own page on 11–13 September 2026 or marked MISSING.

Profound Pricing in 2026: Plans, Limits and Per-Client Cost
What Profound pricing listed on 11 September 2026, which billing basis the vendor page defaults to, and what a roster of clients costs an agency per client.

Scrunch AI Alternatives: What 7 Vendors Publish
Scrunch AI publishes two self-serve tiers, Core at $250 and Agency Core at $500. Seven alternatives for agencies, each price read on the vendor's own page.
Best Google AI Mode Tracking Tools: 6 Compared
Six Google AI Mode tracking tools compared on whether AI Mode is a named surface, single-turn versus multi-turn sampling, stored evidence and 2026-09 pricing.
Best Google AI Overview Trackers: 7 Compared
Seven Google AI Overview trackers compared on trigger coverage, the cited-versus-named split, stored evidence and 2026-09 pricing, plus what is free in GSC.

ChatGPT Brand Monitoring Tools: 8 Compared (2026)
Eight ChatGPT brand monitoring tools compared on engine coverage, stored evidence, multi-client support and published pricing - plus the limits none of them fix.

GEO vs AEO vs SEO: What They Are and How They're Measured (2026)
GEO vs AEO vs SEO explained: SEO optimizes for a ranked link, AEO and GEO optimize for the synthesized answer, measured by whether your brand is named and cited.

How to Choose an AI Visibility Provider: 12 Questions to Ask First
Twelve questions to put to any AI visibility vendor before you sign - what a good answer sounds like, and what a vague one is hiding. Including the four where our own answer is not good enough yet.
Perplexity SEO Tracker: How to Check Visibility
Perplexity numbers every source it uses, so cited is easy to see and mentioned is easy to miss. Here is the manual tracking method, and where it breaks.

SEO Client Reporting When AI Answers Eat Clicks
A client SEO report built on rankings and organic sessions alone cannot explain the quarter. Here is the section order that does, and the two numbers to add.

What Is Google AI Mode, and How Does It Work?
Google AI Mode is a conversational search surface that fans one question into several sub-searches and answers in prose. How it works, and what it changes.

What to Charge for GEO Services: Pricing and Packaging for Agencies
How to price and package GEO as an agency service line - the two real cost lines, three packaging shapes with the arithmetic behind them, what the client actually receives, and the four situations where you should decline the engagement.

White-Label GEO Reports: The Agency Structure
Build a white-label GEO report that survives the client asking how you know. Here is the section order, the two numbers that matter, and what to leave out.

How to Track Brand Mentions in Microsoft Copilot in 2026
Microsoft Copilot has no analytics. Here is the agency method for tracking brand mentions in Copilot with two booleans - named and cited - backed by stored raw answers.

How to Track Brand Mentions in Google AI Mode in 2026
Google AI Mode fans one question into many sub-searches, so the brand it names depends on the whole cluster. Track mentions and citations without a black-box score.
How to Track Brand Visibility in Google AI Overviews in 2026
Google AI Overviews only appear for some queries. Track them with three booleans: did an Overview trigger, did it name your brand, did it cite your domain.

How to Track Brand Mentions in Gemini in 2026: The Agency Method
Gemini sometimes grounds on Google Search and shows sources, sometimes answers from the model alone. Here is the agency method for tracking brand mentions in Gemini with two booleans and stored evidence.

How to Track Brand Mentions in Perplexity in 2026: The Agency Method
Perplexity shows numbered citations and a Sources list under every answer. The agency method for reading brand mention vs citation off it - no black-box score.

Best AI Visibility Tools for Agencies in 2026: An Honest Shortlist
Most "best GEO tool" roundups rank on engine count. Agencies buy on a different axis - client roster, white-label, and evidence you can hand a client. Here is the honest shortlist, what each tool is actually best at, and the three questions that decide it.

The GEO Audit Checklist for Agencies in 2026: From First Audit to Retainer
A repeatable GEO audit you can run across a whole client book - how to scope prompts with the client, run six engines, sort answers into quadrants, and turn the one-off audit into a monitored retainer with a report the client can check.
How to Track Brand Mentions in ChatGPT in 2026: The Agency Method
ChatGPT has no Search Console - no impressions, no analytics, no export. Here is the method agencies use to track brand mentions across ChatGPT and the other answer engines without trusting a black-box score, and why "citations" and "mentions" are two different numbers.

Input-Side Grounding vs Output-Side Verification: Where GEO Fits in the Ontology and RAG Stack
Ontology, RAG, and grounding feed your own AI so it understands your business. GEO verification is the mirror image: checking whether external answer engines named your brand and cited your domain.

Source Gap vs Conversion Gap: A 2x2 Framework for AI Visibility Audits
Score every prompt on two booleans - brand named, own domain cited - and every AI answer lands in one of four quadrants: stronghold, conversion gap, source gap, or whitespace. Each quadrant has one fixed move.

Mention vs Citation: Why AI Cites Your Content but Never Names Your Brand
When an AI answer links your page but never says your name, that is a conversion gap. What the mention and citation booleans mean, why the gap happens, the attribution lever you can pull, and how to monitor brand mentions in ChatGPT without a black-box score.

GEO for Agencies: How to Offer AI Visibility Monitoring as a Service
How SEO, PR, and brand agencies can package AI visibility monitoring as a retainer: a re-runnable evidence report where every mention and citation opens to the exact AI answer it came from.
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