Why AI Answer Rankings Churn: A 52-Day Measurement
We asked the same 8 buyer questions 52 days apart. Every agency the engine favoured in July scored zero in September, with no visible change to any of them. Here is the churn data, and what a buyer should do about a leaderboard that will not sit still.
By Firoz Azees · Published · 6 min read
Most advice about AI visibility assumes the leaderboard holds still long enough to climb. We tested that assumption. On 21 July 2026 we ran 8 Dubai buyer questions through Google AI Mode and saved every answer. On 12 September we ran the identical 8. The field turned over completely, and nothing visible had changed about any of the agencies involved.
The short version
We measured this We measured the same questions twice, 52 days apart. Push Group fell from a 50% citation share to 0%. Digital Nexa fell from a 37.5% named share to 0%. AIIMS Group fell from 37.5% cited to 0%. Only 20% of the July field appeared anywhere in September, and the citations that replaced them scattered across one-off domains rather than concentrating on a new leader. No agency in that set changed its pages, its pricing or its positioning in the interval. The engine re-sampled and returned a different world.
What we measured
| Agency | July citation share | September citation share | Change |
|---|---|---|---|
| Push Group | 50% | 0% | Total loss |
| AIIMS Group | 37.5% | 0% | Total loss |
| Houses of Growth | 37.5% | 0% | Total loss |
| ThatWare | 37.5% | 12.5% | Reduced |
| Bright Ideas | 25% | 0% | Total loss |
| Lengreo | 0% | 25% | New entrant |
| GCC Technologies | 0% | 12.5% | New entrant |
| Ivanooo | 0% | 0% | Unchanged |
Four reasons a leaderboard moves without you
The index is re-crawled, not frozen
Generated answers are assembled at query time from whatever the engine currently holds. A source that was fresh in July can be outranked in September by a page published in August, with no penalty applied to the first.
Retrieval is probabilistic, not ranked
An AI answer is not a top-10 list with stable positions. The engine samples sources that fit the question, and small changes in phrasing, locale or model version shift which sources clear the bar. The Princeton GEO research1, Aggarwal et al., showed that passage-level changes alone moved visibility by up to 40% under controlled conditions, which tells you how sensitive the selection is.
The category itself is young
Dubai AEO is a market where new service pages appear weekly. In September our panel surfaced Plus Point Digital, Gateway Marketing Digital, Decipher Agency and SEO Tech Experts, each cited once. A thin, contested category re-sorts faster than an established one.
Concentration decays into a long tail
July concentrated citations on a handful of agency estates. September spread them thin. That pattern matters more than any single position: when the engine stops maintaining a shortlist, no one on it can claim a durable seat.
What a buyer should do about it
- Stop buying positions and start buying coverage. A position is a reading on a date. Coverage is the asset that keeps getting re-sampled into new answers.
- Set the review cadence at 60 days, not annually. Anything slower and you cannot tell a real gain from a re-sample.
- Demand two dated readings from any vendor before signing. One reading proves nothing about method.
- Treat a sudden gain with the same suspicion as a sudden loss. Both can happen without any work being done.
- Measure the questions, not the rank. Which of your buyer questions return you at all is a more stable signal than where you sit inside one answer.
What churn does not mean
It does not mean the work is futile. Coverage held over time is exactly what survives re-sampling, because a site that answers a subject completely keeps qualifying for new answers as the engine re-draws them. Topic Authority is the durable layer; position is the volatile one. What churn kills is the guarantee, not the discipline. The limits worth knowing before you buy set out the rest.
Questions
Does this happen on every engine?
Could the churn be caused by a model update?
If I am winning today, how worried should I be?
Does publishing at a higher cadence protect me?
Why did Ivanooo stay at 0% across both readings?
How many readings make a trend?
What should I ask an agency about churn?
About the author
Firoz Azees, founder of Ivanooo. Fifteen years running growth for companies in Dubai, Singapore, London and Silicon Valley. Runs a 62-question AI answer panel and publishes what it measures.
Sources
- Princeton GEO research (arxiv.org) · primary source
First published 22 Sept 2026.
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