Proof & authorship record
The Bengali-Language AEO Benchmark 2026: 500 Prompts, 0 Optimization, Massive Opportunity
I ran 500 Bengali-language buyer-intent prompts through ChatGPT, Perplexity, and AI Overviews. The citation pool is shockingly thin and almost no one is competing. This is the most undervalued AEO opportunity in South Asia right now.
- My role
- Sole researcher and author
- Period
- Published 2026-05-27
- Last verified
- 2026-08-01
What I personally did
- Designed the research question and the sampling method.
- Collected and graded the data personally — no outsourced or scraped third-party dataset.
- Wrote every word of the published piece and maintain it after publication.
How the numbers were measured
- Bangla-language prompts issued in Bangla script and in transliterated form, so both query habits are represented.
- Cited sources recorded by language and domain to show where Bangla answers are actually sourced from.
Evidence you can check
Bangla prompt set
Published inside the benchmark in both scripts.
Verification: Re-run the prompts in any consumer AI assistant and compare the sources returned.
Open sourceBangla content published here
The recommendations are implemented on this site's Bangla section.
Verification: Open the Bangla guides and inspect their schema and hreflang pairing.
Open source
What this record does not prove
Bangla AI answer quality is improving fast; results are a snapshot of the tested window.
AI Answers hub
Ask ChatGPT, Perplexity, or Gemini about this research?
24 citation-ready answers on AEO, GEO, schema, local SEO, and Bangladesh search — written in the 40–80 word format LLMs quote.