What is AEO and why every Indian business needs it by Q2 2026
Answer Engine Optimization is the layer above SEO. Here's why the next 18 months matter more than the last 10 years of search.
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AEO Lab
Open research
The frontier of digital discovery,
documented in public.
Answer Engine Optimization is the new layer above SEO. The AEO Lab is where we publish what we learn — testing, frameworks, and tactical guides for Indian businesses preparing for AI-first search.
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AEO Fundamentals
Healthcare
Coaching
Local SEO
Technical
How patients in India now use ChatGPT to find specialists (and what it means for your clinic)
1 in 4 Indian users under 35 now ask AI assistants for medical specialist recommendations. Most clinics are completely invisible in those answers.
Schema markup for Indian healthcare: the complete guide
The exact JSON-LD structures for clinics, hospitals, doctors, and procedures — annotated with what LLMs actually pick up.
Google Map Pack ranking in Prayagraj: the 12 factors that actually move the needle
Based on 90 days of active testing across 14 Prayagraj businesses. What worked, what didn't, what's quietly become the most important factor in 2026.
AEO vs SEO vs GEO: definitions that finally make sense
The terminology has become a mess. Here's a clean framework that separates Answer Engine Optimization, Generative Engine Optimization, and traditional SEO.
Why UPSC coaching institutes are losing students to Google — even when their teaching is better
A breakdown of the 6 things every UP-based coaching institute needs to do in the next 90 days to stop bleeding students to metro brands.
llms.txt for Indian businesses: the file that tells AI how to read your site
The new convention every modern site needs. A working template, common mistakes, and what we found when we tested it across 30 client domains.
The patient journey is splitting in two. Most clinics only see half of it.
Why "Google to clinic" is being replaced by "AI assistant to Google Maps to clinic" — and the operational gap this creates in front-desk training.
Entity consistency: the unglamorous foundation of AEO
If your NAP data is inconsistent across the web, no schema markup will save you. A field-tested protocol for cleaning 20+ properties in 30 days.
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