AEO/GEO and revenue measurement, without the fluff
Practical articles from 15 years and $400M+ in career ad spend. How to be the answer AI recommends, how to measure the revenue it drives, and what actually moves the numbers.
How to Measure AEO Performance: Metrics That Matter
Seeing your brand mentioned by ChatGPT is a signal, not a measurement strategy. Here is how to measure AEO from the first recommendation through to the commercial outcome.
The five measurement layers, an executive scorecard, AI share of voice, answer accuracy, baselines, and the vanity metrics to avoid.
A screenshot is evidence, not a KPI. Measure the chain, not a single AI visibility score.
AI Search Attribution: From ChatGPT to Revenue
A ChatGPT mention is not revenue, but it may be the start of it. How to connect AI recommendations to leads, pipeline and revenue without overstating what attribution can prove.
The recommendation to revenue chain, three attribution levels, the confidence model, GA4 limits, the CRM handoff, and where attribution usually breaks.
I would rather report a smaller number I trust than a bigger number I cannot defend.
AI Search ROI: How to Measure Revenue From AEO & GEO
AI visibility is not ROI. Revenue is not ROI either. How to build the business case for AEO using investment, gross profit, CAC and payback.
The ROI chain, revenue versus gross profit, the full cost side, CAC and payback, incrementality, break-even, and what to put on the ROI slide.
AEO does not deserve budget because it is new. It deserves budget if the economics are attractive.
What Is AEO? The 2026 Guide
Answer Engine Optimisation is making a brand's information easier for search and AI systems to understand, retrieve and use when they answer a question. What it is, how it differs from SEO and GEO, and how to measure it.
Why AEO exists, the seven parts of a real programme, schema and llms.txt in perspective, and what good AEO actually looks like.
A company becomes more citeable when it has information worth citing. Not before.
AEO vs GEO vs SEO: What Actually Changes?
SEO is not dead. AEO is not replacing it. GEO is not a separate universe. Where the three overlap, where they genuinely differ, and what a marketer should actually change for AI search.
What each discipline is trying to achieve, where they overlap, what changes for AI search, and whether you need three separate strategies.
You need one search and discovery strategy with different surfaces, not three agencies fighting over three acronyms.
How to Get Recommended by ChatGPT
There is no switch and no guaranteed schema, and no responsible consultant can promise a first recommendation. What brands can realistically do to become easier to discover, understand, verify and compare.
The uncomfortable buyer-prompt test, reachability, entity clarity, citeable information, off-site sources, evidence, and what not to do.
You are not manipulating ChatGPT into saying your name. You are making the recommendation a reasonable answer.
How to Track ChatGPT & AI Traffic in GA4
GA4 now has a native AI Assistants channel. How to identify ChatGPT and AI-assistant traffic, analyse conversion behaviour, and carry the acquisition source past the form into your CRM.
The native AI Assistants channel, a dedicated AI report, conversion quality over volume, carrying source into the CRM, and the AI Overviews caveat.
Measured AI referral traffic is the observable floor, not the total AI influence.
Best AEO Consultants in South Africa (2026)
An honest 2026 comparison of AEO and GEO consultants in South Africa: focus, delivery model, measurement capability, and who each is best for.
A neutral comparison table, provider focus and delivery models, measurement capability, and an FAQ on cost and local versus global.
Most local AEO is rebranded SEO. This compares the field on measurement, not buzzwords.
The Acquisition Audit Checklist: 47 Things Your Agency Missed
I have audited dozens of acquisition accounts. The pattern is always the same: about 60% of what should be checked, never gets checked. Here is the full list.
Account structure, tracking and attribution, Google Ads, Meta and social, programmatic, and reporting accountability. Every area where budget silently leaks.
Brands spending more than $20k/month on paid media who want to know whether their agency is doing the work, and whether their accounts are structured to perform.
I Manage $400M+ in Career Ad Spend. Here Is What I Check First.
When someone asks me to look at their acquisition accounts, I do not start with the campaigns. I check five things first. They tell me almost everything I need to know.
Conversion tracking integrity, brand vs non-brand separation, budget allocation rationale, incident response quality, and the cut-budget question your agency probably cannot answer.
Campaign-level optimisation only works within the constraints of the account's foundation. Most accounts have foundation problems. Fix those first.
Agency vs In-House Acquisition: The Real Cost Comparison Nobody Talks About
The standard comparison, agency retainer vs employee salary, is the wrong framework. The real cost is far more nuanced, and it goes in both directions.
The knowledge asymmetry tax, attention deficit, alignment problem, speed tax, and innovation gap, plus an honest assessment of when each model wins, and the case for the third option.
Written by someone who has built an agency, audited agencies, and led in-house functions managing eight-figure budgets. Both sides, from the inside.
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