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Thursday, February 19, 2026

ChatGPT Search Typically Switches To English In Fan-Out Queries: Report


When ChatGPT Search builds a solution, it might probably generate background net queries to seek out sources. A brand new report from AI search analytics agency Peec AI discovered that a big share of these background queries run in English, even when the unique immediate was in one other language.

Peec AI analyzed over 10 million prompts and 20 million fan-out queries from its platform information. Throughout all non-English prompts analyzed, the corporate stories that 43% of the fan-out steps have been performed in English.

What Are Fan-Out Queries

OpenAI’s ChatGPT Search documentation describes fan-out queries. When a person asks a query, ChatGPT Search “sometimes rewrites your question into a number of focused queries” and sends them to look companions. After reviewing preliminary outcomes, “ChatGPT search might ship extra, extra particular queries to different search suppliers.”

Peec AI refers to those rewritten sub-queries as “fan-outs.” The corporate’s report tracked which languages ChatGPT used when producing them.

OpenAI’s documentation doesn’t describe how language is chosen for rewritten queries.

What Peec AI Discovered

Peec AI filtered its information to incorporate solely circumstances the place the IP location matched the immediate language. Polish-language prompts from Polish IP addresses, German-language prompts from German IPs, and Spanish-language prompts from Spanish IPs. Combined indicators, comparable to German-language prompts from UK IP addresses, have been excluded.

The filtered information confirmed that 78% of non-English immediate runs included at the very least one English-language fan-out question.

Turkish-language prompts included English fan-outs most frequently, at 94%. Spanish-language prompts have been lowest, at 66%. No non-English language in Peec AI’s dataset fell under 60%.

Peec AI’s information confirmed a constant sample throughout languages. ChatGPT sometimes begins its fan-out queries within the immediate’s language, then provides English-language queries because it builds the response.

Examples From The Report

Peec AI’s weblog submit included a number of examples exhibiting how the sample can play out in apply.

When prompted in Polish from a Polish IP handle about the very best public sale portals, ChatGPT both omitted or buried Allegro.pl in favor of eBay and different international platforms. Peec AI describes Allegro as Poland’s dominant ecommerce platform.

When prompted in German about German software program corporations, Peec AI reported the response listed no German corporations. When prompted in Spanish about cosmetics manufacturers, no Spanish manufacturers appeared.

Within the Spanish cosmetics instance, Peec AI confirmed ChatGPT’s precise fan-out queries. The primary ran in English. The second ran in Spanish however added the phrase “globales” (international), a qualifier the unique immediate by no means used. The system seems to have interpreted a Spanish-language immediate from a Spanish IP handle as a request for international manufacturers.

These are particular person examples from Peec AI’s testing, not essentially consultant of all ChatGPT Search conduct.

Why This Issues

website positioning and content material groups working in non-English markets might face an obstacle in ChatGPT’s supply choice that won’t map cleanly to conventional rating indicators. In Peec AI’s examples, English-language fan-out queries surfaced English-language sources that favored international manufacturers over native opponents.

We’ve been masking ChatGPT’s quotation patterns for over a yr now, from SE Rating’s report on quotation elements to the Tow Middle’s attribution accuracy findings. These earlier stories confirmed which indicators predict whether or not a supply will get cited. Peec AI’s information suggests the language of the background question might filter which sources are even thought of, earlier than quotation indicators come into play.

Methodology Notes

Peec AI is a vendor within the AI search analytics house. The corporate’s documentation describes its information assortment methodology as working customer-defined prompts every day through browser automation, interacting with AI platforms by their net interfaces fairly than APIs. The ten million prompts on this report got here from Peec AI’s platform, not from a panel of client ChatGPT periods.

The report didn’t element the composition of these prompts, what classes or industries they coated, or how consultant they’re of broader ChatGPT utilization patterns.

Tomek Rudzki, the report’s creator, is introduced by Peec AI as a “GEO Knowledgeable” on its weblog. He’s a well known technical website positioning practitioner who has spoken at BrightonSEO and SMX Munich and contributed to publications comparable to Moz.

Trying Forward

OpenAI’s public ChatGPT Search docs describe question rewriting and follow-up queries however don’t clarify how language is chosen for these queries. Whether or not the English fan-out sample Peec AI recognized is an intentional design alternative or an emergent conduct of the system stays unclear.

The report raises a query price monitoring. Will constructing English-language content material change into a part of AI search optimization methods, or will AI search platforms alter their supply choice to higher replicate native markets?


Featured Picture: arda savasciogullari/Shutterstock

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