Strong name, thin citations.
Domino's Pizza (58.2), Naukri.com (57.5) and Colgate (57.0) top the field — yet even the leaders show the pattern: strong branded presence, thin owned category citations.
NeuGenM Signal · AI (GEO/AEO) Performance Audit 2026
They won their name.
They lost their category.
India's biggest brands appear almost every time a user asks about them — and almost never when a user asks about the category they compete in. That category answer, in AI, is still unclaimed in nearly every Indian market.
99.2%Branded presence
12.4%Category presence
43.0AI Pulse / 100
The bottom line
India's biggest brands have won their own name in AI and lost their category. Average branded presence is 99.2% but average category presence is only 12.4%; brands are recommended in 84.9% of their branded answers but just 3.0% of category answers.
The composite AI Pulse averages 43.0/100 — an AI Visibility Gap of 57% — and not one of the Top 100 cleared a B grade. This is not a threat readout; it is an open field for the brands that move first.
57%AI Visibility Gap
0Brands above a C
84.9%Branded recommendation
3.0%Category recommendation
Measured across ChatGPT, Claude & Gemini (grounded) · NCS2M four-quadrant framework · 100 brands · 27 categories · 7 languages · 2026-06-30
01 — Findings
Five things leaders need to know.
The pattern is consistent across every engine, category and language audited.
01
The branded/category chasm is the whole story.
99.2% branded vs 12.4% category presence. Recommendation collapses from 84.9% (branded) to 3.0% (category). Brands own their name, not their category — and the category is where undecided buyers are won.
02
A near-total citation blackout.
0.4% average owned category citation authority. 62 of 100 brands sit at a flat 0% (84 under 1%). When AI answers a category question, it sources from third-party authority sites — not from the brand's own domain.
03
The bottleneck is access, not content.
The 0% score is usually self-inflicted. The most common cause is a block — WAF/CDN 403s, bot-walls, redirects, missing or invalid schema — not a lack of content. That makes the first fix the cheapest and highest-impact one available.
04
Vernacular mirrors English — the gap is the category, not the language.
~0.7% category citation across six Indic languages. As near-zero as English (~0.4%); branded vernacular (~19.4%) tracks English (~24.2%). The blackout is category-wide in every language, not deeper in vernacular.
05
GEO and AEO are the weak spots; classic SEO is the relative strength.
GEO 4.2 · AEO 3.7 · SEO 5.7 (out of 10). Brands are far readier to answer for themselves (Q1 branded-exploratory 6.9/10) than for their category (Q3 unbranded-discovery 3.5/10).
02 — The field
Where the field stands.
A C-graded field, top to bottom: no brand earned an A or a B.
14C grades
53D+ grades
33D grades
A self-inflicted blackout.
The lowest-Pulse brands keep near-universal branded presence but collapse in-category — commonly 0% owned category citation. Empty citations, not empty shelves.
None is AI-ready.
Telecom leads the larger categories (avg Pulse 50.7); Packaged Food (38.0) and Financial Services (40.0, n=20) trail. No category clears the readiness bar.
03 — The playbook
What AI-ready brands do differently.
Six behaviours turn a mention into a citation into a recommendation.
01
Let the engines in
No WAF/CDN 403 on AI crawlers; robots allows GPTBot, ClaudeBot and Google-Extended.
02
Structure what they have
Valid JSON-LD — Organization, Product, FAQ, Article, Offer — and fresh sitemaps.
03
Publish the category answer
Citable, comparison-shaped "best X" content — not just brand pages.
04
Consolidate domains
So equity and citations don't leak across .com / .in / sub-sites.
05
Ship llms.txt & agentic endpoints
UCP/MCP endpoints backed by real structured product and offer cargo.
06
Earn third-party authority
So a mention becomes a citation becomes a recommendation.
04 — The agenda
The action agenda.
Sequenced by impact and effort — start with the cheapest, highest-leverage fix.
→
Now — within weeks.
Audit and remove AI-crawler blocks (the cheapest, highest-impact fix). Ship or repair JSON-LD and a fresh sitemap. Publish llms.txt.
→
Next — this quarter.
Build decision-shaped category content for the unbranded "best X" questions. Consolidate fragmented domains. Instrument owned-citation share as a tracked KPI.
→
Then — 2–3 quarters.
Earn third-party / category-authority inclusion. Stand up agentic commerce (UCP/MCP) with real product and offer data. Extend the program to vernacular.
India's AI moment is now
The category answer is unowned. That is an open field.
62 of 100 brands cite themselves 0% of the time in their category. The brands that unblock the engines, structure their content, and publish the category answer first will compound an advantage that is, today, almost entirely unclaimed.