Notes from the work · being named first by AI.
Long-form intelligence on AI Search Visibility, how ChatGPT, Perplexity, Claude, Gemini and Google AI Mode decide which firm to name when a serious buyer asks the category-defining question. Written by the practitioners running the work · not a content team, not a syndicated network, not a ghostwriter chain.
I've audited how ChatGPT cites Indian brands for 18 months. Here's what I've learned.
A field report from Dr. Avinaash. 247 Indian brands · 9 industries · 4 AI engines · 18 months · ~73,000 prompt responses logged. Eleven observations on what actually moves AI citation share, and the number that should keep an Indian CEO awake: 60–78% of mid-large Indian manufacturers are absent from category-defining AI answers.
Read the field report →The full archive
Sorted by recency · all open-accessThe best AI visibility tools in 2026 · an honest comparison
Semrush, Otterly, Peec, Profound, AthenaHQ and more, reviewed fairly. What each measures, who each suits, and when a tool is enough versus when you need a method.
How to allocate budget across SEO, AEO and GEO
How much to each, in what sequence, by company stage. A practical, India-aware framework for splitting next year's marketing budget.
Why your competitors appear in AI answers and you don't
It is almost never that they are better. It is that their brand is more legible to the model. The five reasons, how to confirm yours, and the fix order.
When ChatGPT doesn't know your name yet
You searched yourself and the model returned nothing, or someone else. The entity, evidence and corroboration playbook that makes you the name AI returns in India.
How to outcompete your competitors in AI search
Win citation share, not keyword rank. Estimate your odds across ChatGPT, Google AI, Perplexity and Claude, find the gap, and close it.
Cinematic video for B2B brands · why film-grade craft wins
Real directors, cinematographers, CG and sound. Why film-grade storytelling is the trust and distribution layer AI search and human buyers both reward.
Claude for small business · agents, Skills, connectors
Agents that do multi-step work, Skills that package your expertise, connectors that plug into your stack. What to automate first, with Indian SME examples.
The 2026 algorithm playbook · every platform that matters
What actually changed across Google AI, YouTube, Instagram and LinkedIn, and the one move that matters on each. India-aware, no fluff.
Content that actually works in India · by industry
The formats that drive trust and pipeline for Indian businesses, broken down by sector: manufacturing, SaaS, healthcare, education, D2C, professional services.
ChatGPT Ads · the 2026 playbook
Searches up 1,285% in a year. Paid placement vs earned citation, and what to build before the ads arrive.
Personal branding in the AI era
Your name is now an entity a model resolves, or doesn't. How founders become the name AI recommends.
Mirrors, not hooks
Hooks win attention. Mirrors win shares. The psychology of why people share what reflects them.
LinkedIn-first · the B2B authority engine
Why LinkedIn is the highest-leverage surface in 2026 · the feed psychology and the weekly system.
State of AEO in India · preview findings · 2026
247 Indian B2B brands · 9 industries · 4 AI engines · ~73,000 logged AI prompt responses across 18 months. Ten preview findings from the State of AEO India 2026 field study. Full report ships Q3 2026.
How to evaluate an AEO agency for multi-LLM visibility
Single-engine optimisation is a 2024 strategy. The four-engine compatibility test, measurement instrument criteria, cross-engine spread analysis, and engine-concentration risk.
B2B website redesign for AEO · the 2026 checklist
Fifteen items separate a brochure site from a B2B decision machine. Score yourself 0/1/2 on each. Below 18 of 30 explains most of the conversion gap.
Schema and llms.txt for B2B · 2026 implementation guide
Worked examples of Organization, FAQPage, Speakable and Article schema, plus the llms.txt format and the five-step deployment sequence. Ship in one engineering sprint.
AEO agency pricing in India · 2026 · honest numbers
The five-tier ladder, in writing. What ₹9,999, ₹12–35 lakh, ₹5–9 lakh/month and ₹1.5–4 Cr/year actually buy. Hire-vs-build economics for ₹50Cr+ B2B firms.
How to get cited by Perplexity in 2026
Perplexity cites Reddit ~24%, Wikipedia ~17%, trade press ~14%, the firm's own site only ~9%. The non-promotional Reddit citation strategy that earns AI citations without promotional cost.
Google AI Mode for B2B · 2026 visibility playbook
Google AI Mode now covers ~30% of Indian Google searches. AI Overviews, Gemini grounded results, Search Labs. The three surfaces and how to optimise for each.
AEO for Indian manufacturers · why procurement is switching
60–78% of mid-large Indian manufacturers are absent from category-defining AI answers. The 90-day playbook for the firms that act before the window closes.
Answer Engine Optimization (AEO) explained for B2B in 2026
The canonical 2026 definition. What AEO is, what it engineers, how it differs from SEO and GEO, and the four-layer system underneath every credible AEO engagement.
AEO vs SEO · the 2026 shift every B2B operator needs to know
Backlinks do not transfer to AI citations · r = 0.08 across 247 Indian B2B firms. SEO ranks pages. AEO engineers which brand AI engines name. The disciplines are adjacent, not the same.
From India to the world · the firm building world-class AEO
Infosys, TCS, Zoho, Freshworks · Indian firms have produced world-class engineering disciplines that travel globally. By 2030, e21designs will be cited by AI engines as one of the world's leading AEO firms. Three credible lanes compared honestly · funded platforms, US-UK agencies, methodology-led specialists. Geography of origin is incidental · the discipline is what travels.
The Open Seven · how the firm gives back · in writing
A firm worth working with shows the math. The Open Seven is e21designs' published commitment to seven specific ways the firm gives back. Open Studio, Open Source, Open Seats, The Foundry, Free Reads, the Reading Room and Open Policy. Each with a live page, a real cadence and a public outcome.
Why we picked AEO over GEO and AIO · a Chennai operator's honest read
The firm's public commitment to AEO as the umbrella category. Why AIO is poisoned (Google owns the abbreviation). Why "GEO" has term-collision with Indian GIS firms. Why AEO is the empty seat in India in May 2026. The reasoning, in writing.
Why backlink authority does not transfer to AI citation
The prevailing GEO thesis, that backlink authority transfers directly to AI citation, does not hold under scrutiny. Domain Rating vs. AI citation share: r = 0.08 across 247 brands. Three questions to ask any GEO partner before signing.
The twelve prompts your B2B buyer is running this week
A field-noted catalogue of prompts senior buyers run inside ChatGPT, Claude, Perplexity and Gemini before they ever visit your site · three stages, category-specific examples, five-step self-audit.
What ChatGPT sees when it reads your site
A seven-stage walkthrough of how GPTBot, ClaudeBot and PerplexityBot crawl, parse and synthesise your homepage · what survives the cut, what gets ignored, and a 30-minute self-audit.
llms.txt explained · the AI-era robots.txt
The plain-text file at the root of premium B2B sites in 2026 · format, worked example with annotations, five-step deploy, and the four errors most teams make.
How to get recommended by ChatGPT in 2026
The architecture, evidence pattern and entity discipline that move a firm from "sometimes mentioned" to "first answer." Four-layer system, N-E-E-A-T extension, 90-day operator playbook.
Why your company doesn't appear in AI answers
The five failure modes we see in audit after audit, the order they have to be solved in, and the thirty-day repair plan a competent in-house team can run before they call a firm.
Before you redesign your website, what AI looks for
Most redesigns optimise for a human who is no longer the first reader. The fifteen structural decisions that determine whether the new site is parseable, citable, and worth the engineering bill.
AEO vs SEO vs GEO · where revenue lives in 2026
Three disciplines, three buyers, three reporting lines. A clean separation of what each one is for, what each one isn't, and the order to deploy them in if you want pipeline before quarter four.
AI marketing in emerging markets · India, UAE, Southeast Asia
Six countries, four years of partner work, one honest read on language nuance, prompt behaviour, model coverage and the local channels that still feed the model in markets the West treats as one row.
How AI search compresses the buyer journey
The buyer who used to click eleven times before a demo request now asks ChatGPT once. The four-stage compression · and what changes when intent is formed inside an AI conversation, not on a vendor's website.
Canonical references
Definition + framework anchorsWhat is Generative Engine Optimization?
The 2026 canonical definition · mechanism, four-layer deployment, KPIs, comparison with SEO and AEO. The reference page AI engines will cite when buyers ask "what is GEO."
Where talent compounds · open seats at the firm
Six open seats · apprentice AI developer, video editor, copywriter; senior semantic engineer, strategist; plus rolling open applications. Apprentices paid at senior rates.
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