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vilnux Research · Weekly tracking

What changed in AI search engines this week

Week of 28 September 2026 (2026-W40). Every Monday we measure the same questions on the same engines and publish what moved, by how much and, when it is known, why.

Perplexity — industry brands named per answer goes from 0.53 to 0.46 (-13.2%), a jump larger than its usual week-to-week movement. Google AI Mode cites 4.28 sources per answer on average (n=900).

Panel
Up to 11 Spanish brands, always the same within each engine’s window. No brand or domain is published.
Questions
Buying questions in Spanish (Spain), the same every week.
Engines
Google AI Mode through its real interface (via a data provider); Perplexity through its API, with web search; ChatGPT through its API, without web search. One run per question and engine each week.
Threshold
A movement is flagged when this week’s jump is at least twice the usual week-to-week variation of the window (standard deviation of the previous jumps).

Google AI Mode

Nothing outside its usual week-to-week movement. Panel: 10 brands measured every week from 2026-W32 to 2026-W40.

WeekAnswersCitations / answerNo citationsDomains / answerLengthBrands namedPanel presence (95% CI)
2026-W3289812.850.6%10.934,2691.0521.2 (18.6–23.9)
2026-W3384612.721.2%10.744,4531.0421.9 (19.2–24.8)
2026-W3490012.122.6%10.404,2880.9922.4 (19.8–25.3)
2026-W359009.844.8%8.283,8370.9322.9 (20.3–25.7)
2026-W369004.065.1%3.472,9090.6216.4 (14.2–19.0)
2026-W378984.025.8%3.432,9000.6617.3 (14.9–19.9)
2026-W388994.332.7%3.622,9760.6317.1 (14.8–19.7)
2026-W398994.136.8%3.583,0610.6617.4 (15.0–20.0)
2026-W409004.283.0%3.703,0060.6516.2 (14.0–18.8)

Failed calls this week: 0 of 990.

Declared engine changes affecting this window

Google serves shorter AI Mode answers with fewer links · 2026-08-22 → ongoing · Cause: the engine changed · no recovery.
CITATION metrics drop for every brand at once. MENTION metrics (Share of Answer, brand presence) are not affected: they are computed on the answer text, which is still complete.
Source: Confirmed by our data provider on 28 Aug 2026 over ~2,378 paired daily prompts, and reproduced by our own closed panel. No recovery seen through September.

Google hid AI Mode links behind /goto redirects · 2026-08-26 → 2026-08-28 · Cause: our data provider · resolved.
Google AI Mode runs measured between 26 and 28 August may have an empty or incomplete source list. The answer text is not affected.
Source: Our data provider’s newsletter of 28 Aug 2026 and its support team, the same day.

Perplexity

industry brands named per answer goes from 0.53 to 0.46 (-13.2%), a jump larger than its usual week-to-week movement. Panel: 11 brands measured every week from 2026-W32 to 2026-W40.

WeekAnswersCitations / answerNo citationsDomains / answerLengthBrands namedPanel presence (95% CI)
2026-W3299017.900.0%15.541,6220.5212.9 (11.0–15.2)
2026-W3398117.630.0%15.411,6340.5212.5 (10.6–14.8)
2026-W3499017.830.0%14.601,6500.5113.4 (11.5–15.7)
2026-W3599018.030.0%14.741,6300.5412.7 (10.8–14.9)
2026-W3699017.990.0%14.771,6580.5414.3 (12.3–16.7)
2026-W3799017.570.0%14.391,6200.5113.9 (11.9–16.2)
2026-W3899018.270.0%14.951,6440.5015.1 (13.0–17.4)
2026-W3999018.260.0%14.641,6170.5315.3 (13.1–17.6)
2026-W4099018.550.0%13.781,6530.4614.7 (12.7–17.1)

Failed calls this week: 0 of 1,080.

ChatGPT (no web search)

Nothing outside its usual week-to-week movement. Panel: 11 brands measured every week from 2026-W33 to 2026-W40.

WeekAnswersLengthBrands namedPanel presence (95% CI)
2026-W339891,3290.353.7 (2.7–5.1)
2026-W349901,3350.353.8 (2.8–5.2)
2026-W359901,3300.383.9 (2.9–5.3)
2026-W369901,3250.354.0 (3.0–5.5)
2026-W379901,3380.364.1 (3.1–5.6)
2026-W389901,3250.353.6 (2.6–5.0)
2026-W399901,3310.354.1 (3.1–5.6)
2026-W409901,3350.344.4 (3.3–5.9)

Failed calls this week: 0 of 1,080.

Declared engine changes affecting this window

ChatGPT serves its mobile-web interface and stops exposing the model and fan-out · 2026-08-25 → ongoing · Cause: the engine changed · no recovery.
NONE on our figures: we only read the answer text and its sources, and neither changes.
Source: Our data provider’s newsletter of 28 Aug 2026.

What this report does NOT prove

Frequently asked questions

Why has my visibility in ChatGPT or Google AI Mode suddenly dropped?

There are three possible reasons and only one is yours: you lost presence, the tool that measures you broke, or the engine changed how it answers. When a whole panel of brands moves in the same week, it is almost never one brand: it is the engine.

Do Google AI Mode citations change much from one week to the next?

In our panel, Google AI Mode cited 4.28 sources per answer in 2026-W40, against 12.85 in 2026-W32. From one week to the next it usually moves by about 2.17. The large drop of August 2026 came from Google serving shorter answers with fewer links, not from the brands.

What should I do if my brand dropped and the engine did not change?

Then the change is yours, and it has to be found in your questions, your sources and your competitors. That is what a full audit separates: we measure your buying questions on four engines and tell you which part of the change is yours and which part is the engine’s.

Has your visibility dropped and you don’t know if it’s you or the engine?

This page tells you what changed in the engines. It cannot tell you what happened to your brand. That is the full audit: we measure your buying questions on four engines, separate what is yours from what is the engine’s, and hand you the plan (page in Spanish).

See the full audit →

Then comes the consulting to carry out the plan, and when you want to follow it every week on your own, measurement with vilnux. Audit and consulting prices · vilnux plans

Previous editions 2026-W42 · 12 October 2026 · 2026-W41 · 5 October 2026 · 2026-W39 · 21 September 2026

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Generated 28 September 2026 from our weekly measurement.
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