AI-Visibility Checks for Bangladeshi SaaS Brands

Correction — 31 October 2026: the earlier version included unsupported research or outcome claims without supporting records. Those findings and dataset promises are withdrawn. This is practical guidance, not a verified original study or client result.

Test actual buyer questions

Use relevant category and product-fit questions in the languages your audience uses. Keep prompts containing your brand separate from generic discovery prompts. A small panel cannot establish nationwide brand visibility.

Save the observed answers

Record date, assistant, search mode, model label when shown and source URLs. Check whether the answer describes your product accurately. A brand mention without a link is not an own-site citation.

Inspect your public product information

Explain audience, features, limitations, integrations and current pricing clearly. Correct contradictions across genuine company profiles. Do not invent credentials or unsupported claims to make the business look authoritative.

Choose language work from audience needs

Publish useful Bangla content for Bangla-speaking buyers and English information when appropriate. Pair true equivalents with hreflang. Do not infer that local competition is absent or claim a measured language advantage without data.

Prioritise documented gaps

Fix blocked pages, missing answers and inaccurate information before optional files or markup. Google’s AI guidance says no special schema is needed for its features. Wikipedia and Wikidata are not required identity checkboxes.

Measure without an invented case study

This guide withdraws the earlier 19-citation client result and national adoption percentages. Show recorded answers, actual referrals and qualified enquiries separately if you later publish results.

Sources and further reading

Google guidance on AI features