Anchored in Consumer State
NeuGenM's Consumer State Signal Framework (NCS2M). Consumer State is a function of Persona, Entry Point and Solution Clarity — mapped across four quadrants.
NeuGenM Signal · Proprietary Audit Report · 2026
They won their name.
They lost their category.
India's leading D2C brands — digital-native and built to be found — appear almost every time a user names them, and almost never when a user asks about the category they compete in.
96.8%Branded presence
10.6%Category presence
39.1AI Pulse / 100
121 D2C brands · 36 categories · 7 languages · ChatGPT, Claude & Gemini (grounded) · NCS2M four-quadrant framework · 2026-06-30
Audit Design
What this audit measures — and how.
121 brands · 36 categories
Both branded and category entry points, across all four quadrants — 10 branded prompts per brand plus category discovery prompts, run across every engine and language.
3 engines + grounding · 7 languages
ChatGPT (OpenAI), Claude (Anthropic) and Gemini (Google, grounded — the citation-bearing engine), in English plus six Indic languages.
10 metrics → one Pulse
Presence, Competitive Edge, Share of Voice, Recommendation Rate, Citation Authority, Sentiment, Vernacular Coverage, Positioning Alignment & Variance, plus a 49-parameter GEO/AEO/SEO crawl — distilled into a composite Pulse (0–100).
01 — The One-Line Summary
India's D2C brands have won their name
and lost their category.
Average branded presence is 96.8% but average category presence is just 10.6% — and not one of the 121 cleared a B grade. Seventeen reached a C; one slipped to F. This is not a threat readout; it is an open field.
39.1AI Pulse / 100
60.9%AI Visibility Gap
0Brands above a C
78 / 121Cite themselves 0% in-category
Recommendation collapses from 65.9% of branded answers to 1.9% of category answers · the pattern holds across every engine, category and language audited.
01 — Findings
Five things leaders need to know.
01
The branded/category chasm is the whole story.
96.8% branded vs 10.6% category presence. Recommendation collapses from 65.9% (branded) to 1.9% (category). D2C brands own their name, not their category — and the category is where undecided buyers are won.
02
A near-total citation blackout.
0.2% average owned category citation authority. 78 of 121 brands sit at a flat 0%. When AI answers a category question it sources third-party authority sites — not the brand's own domain.
03
Recommendation evaporates in-category.
65.9% branded → 1.9% category. 71 of 121 brands are never recommended even once when the user describes a need instead of naming the brand.
04
The bottleneck is access, not absence.
The 0% score is usually self-inflicted. WAF/CDN 403s, bot-walls, redirects and broken or missing schema are the usual root cause — not thin content. That makes the first fix the cheapest and highest-impact one available.
05
Vernacular mirrors English — the gap is the category, not the language.
~0.3% category citation across six Indic languages — as near-zero as English (~0.2%); branded vernacular (~23.1%) tracks English (~31.9%). The blackout is category-wide in every language.
02 — The D2C AI (GEO/AEO) Performance Score
Ten metrics, one composite Pulse.
39.1Average Pulse / 100
60.9%AI Visibility Gap
17 · 29 · 74C · D+ · D grades
1F grade · no A or B
| Metric | Value | What it measures |
|---|---|---|
| Branded Presence | 96.8% | % of branded (Q1/Q2) answers that name the brand. |
| Category Presence | 10.6% | % of category (Q3/Q4) answers that name the brand. |
| Share of Voice | 24.0% | Brand's share of all brand mentions in category answers. |
| Recommendation Rate | 1.9% | % of category answers that actively recommend the brand. |
| Citation Authority | 0.2% | % of category-answer citations pointing to the brand's own domain. |
| Sentiment (favourability) | 52.5% | Tone of category brand-mentions, shown as favourability. |
| Positioning Alignment | 35.1% | How closely the AI's description matches the brand's own positioning. |
| Positioning Variance | 65.6% | How much the three engines disagree about the brand. |
| Vernacular Coverage | 0.3% | Owned category citation authority across six Indic languages. |
| GEO · AEO · SEO | 4.9 · 4.1 · 6.0 | Content-readiness dimensions, out of 10 — GEO and AEO are the weak spots. |
02 — Presence · AI Engine Performance
Every engine tells the same story.
Branded presence is near-universal on all three engines; category presence collapses on all three. Gemini — the grounded, citation-bearing engine — surfaces D2C brands in-category slightly more often, but still only one time in eight.
| Engine | Branded presence | Category presence |
|---|---|---|
| ChatGPT · OpenAI | 98.1% | 9.8% |
| Claude · Anthropic | 95.3% | 9.2% |
| Gemini · Google (grounded) | 96.9% | 12.8% |
The branded/category chasm is engine-independent — it is a property of the brands' content and access posture, not of any one model.
02 — Recommendation Rate by Consumer State
Recommended when named — invisible when needed.
Brand affinity: Branded → UnBranded
Q1 · Branded × Exploratory
68.7%
Vertical Brand Consultation
When the user brings the brand a job, it is recommended two times in three.
Q2 · Branded × Solution Clarity
63.6%
Frictionless Commerce
Strong branded execution — the name carries the answer.
Q3 · UnBranded × Exploratory
0.2%
Synthesized Discovery
In open category discovery the brand is almost never the recommendation.
Q4 · UnBranded × Solution Clarity
3.6%
Agentic Procurement
Even spec-driven category buying rarely surfaces the brand.
◄ Exploratory (discovery)Solution Clarity (intent formed) ►
Identity leakage: demand that should arrive branded (Q1+Q2) leaks into unbranded discovery (Q3+Q4), where a substitute is recommended in the brand's place. 71 of 121 brands are never recommended once in-category.
02 — The Vernacular AI Gap
The blackout is category-wide
in every language.
Branded citation authority holds up across Indic languages; unbranded (category) citation is near-zero everywhere — the vernacular gap mirrors English, it is not deeper.
| Language | Branded citation authority | Category citation authority |
|---|---|---|
| English | 32.0% | 0.2% |
| Hindi | 26.8% | 0.4% |
| Bengali | 20.6% | 0.3% |
| Marathi | 25.4% | 0.4% |
| Tamil | 19.8% | 0.3% |
| Kannada | 26.1% | 0.3% |
| Telugu | 21.6% | 0.2% |
Tier-1 native-script citation authority. Fixing the category blackout in English fixes it across languages — the root cause is shared.
02 — Citation Authority by Consumer State
Owned in branded answers — absent from the category graph.
Brand affinity: Branded → UnBranded
Q1 · Branded × Exploratory
31.5%
Vertical Brand Consultation
Roughly a third of branded-answer citations point to the brand's own domain.
Q2 · Branded × Solution Clarity
33.2%
Frictionless Commerce
Owned citation is strongest where intent is already branded.
Q3 · UnBranded × Exploratory
0.1%
Synthesized Discovery
Category discovery cites third-party authority sites, not the brand.
Q4 · UnBranded × Solution Clarity
0.35%
Agentic Procurement
Even structured category buying rarely reads the brand's own data.
◄ Exploratory (discovery)Solution Clarity (intent formed) ►
The category citation graph being built today is what the engines will rely on tomorrow — and D2C brands are almost entirely absent from it (Q3 0.1% · Q4 0.35% owned).
02 — Content Readiness by Category
No category clears the readiness bar.
Beauty & Personal Care is the largest D2C cohort yet among the weakest; the smaller Fresh Food Delivery and Home Furniture & Décor sets lead — but even the leaders sit in the low-to-mid 40s out of 100.
| Category | Brands | Avg Pulse |
|---|---|---|
| Beauty & Personal Care | 17 | 31.9 |
| Apparel | 16 | 38.4 |
| Health, Wellness & Supplements | 9 | 32.4 |
| Packaged Food | 8 | 37.9 |
| Skin Cleansing & Care | 8 | 38.4 |
| Home Furniture, Décor & Solutions | 6 | 44.5 |
| Jewelry | 5 | 42.6 |
| Beverages | 4 | 40.2 |
| Fresh Food Delivery | 4 | 45.1 |
| All other categories | 44 | 42.2 |
| Overall · all D2C brands | 121 | 39.1 |
Full per-category table in the Appendix. Pulse is the composite 0–100 readiness score.
02 — Content Readiness by Consumer State
Ready to answer for themselves —
not for their category.
Brand affinity: Branded → UnBranded
Q1 · Branded × Exploratory
5.7
Vertical Brand Consultation
Brand pages answer the branded question passably.
Q2 · Branded × Solution Clarity
5.7
Frictionless Commerce
Product and commerce surfaces are the relative strength.
Q3 · UnBranded × Exploratory
2.7
Synthesized Discovery
Almost no citable, comparison-shaped category content exists.
Q4 · UnBranded × Solution Clarity
5.0
Agentic Procurement
Structured product data is partial — better than discovery, still thin.
◄ Exploratory (discovery)Solution Clarity (intent formed) ►
Scores out of 10. GEO 4.9 · AEO 4.1 · SEO 6.0 overall — classic SEO is the relative strength; GEO and AEO (the category-answer layers) are where the work is.
03 — The Field · Leaders
Top 10 brands — a C-graded ceiling.
| # | Brand | Category | Pulse | Grade |
|---|---|---|---|---|
| 1 | Heads Up For Tails | Packaged Pet Food (Omnichannel) | 61.5 | C |
| 2 | Lenskart | Eyewear & Opticals | 58.9 | C |
| 3 | WOW Skin Science | Beauty & Personal Care | 57.9 | C |
| 4 | Country Delight | Packaged & Fresh Food | 56.0 | C |
| 5 | Bombay Shaving Company | Men's Grooming | 55.4 | C |
| 6 | Vahdam Teas | Premium Superfoods & Tea | 54.8 | C |
| 7 | Atomberg Technologies | Home Appliances | 54.6 | C |
| 8 | Koparo Clean | Home Cleaning | 54.1 | C |
| 9 | Licious | Fresh Food Delivery | 54.1 | C |
| 10 | Chumbak | Home Furniture / Décor | 53.5 | C |
Even the leaders show the pattern: strong branded presence, thin owned category citations. No D2C brand cleared a B.
03 — The Field · Laggards
Bottom 10 brands — a self-inflicted blackout.
| # | Brand | Category | Pulse | Grade |
|---|---|---|---|---|
| 112 | Organic Harvest | Beauty & Personal Care | 29.2 | D |
| 113 | Innovist | Beauty & Personal Care | 28.6 | D |
| 114 | Himalayan Organics | Health, Wellness & Supplements | 28.1 | D |
| 115 | Gynoveda | Ayurvedic Medicine | 27.9 | D |
| 116 | WishCare | Beauty & Personal Care | 27.7 | D |
| 117 | Mosaic Wellness | Health, Wellness & Supplements | 27.5 | D |
| 118 | The Beauty Co | Beauty & Personal Care | 25.4 | D |
| 119 | The Ayurveda Co. (T.A.C) | Beauty & Personal Care | 25.3 | D |
| 120 | Hoop | Health, Wellness & Supplements | 25.2 | D |
| 121 | Alphavedic | Beauty & Personal Care | 20.8 | F |
The floor is concentrated in Beauty & Personal Care and Health/Wellness. Near-universal branded presence collapses to 0% owned category citation — empty citations, not empty shelves.
04 — 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 — Recommendations for Brand Leaders
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.
You were built to be found.
Don't hand your category to a competitor.
Search is giving way to a winner-takes-all AI ecosystem. If ChatGPT, Gemini and Claude can't read and cite your data, they can't recommend you — and in the category moment that decides the sale, you are either the answer or you do not exist.
AI engines are creatures of habit: they build rigid citation patterns on whoever is authoritative and accessible first. Our audit found not one of 121 D2C brands cleared a B — and 78 cite themselves 0% in-category. The field is wide open. Move now and you train the models to rely on you, building an algorithmic moat competitors will find wildly expensive to breach later.
India's AI moment is now — the earliest to adapt wins the digital shelf
See exactly how AI sees your brand — and how to out-engineer your category.
Write back for a bespoke, deep-dive GEO / AEO Brand Performance Audit — built on your own data, your competitors and your categories.
NeuGenM Signal · NeuGenM.AI · start the conversation at neugenm.ai/contact — the category race has already begun.
Appendix — Content Readiness by Category (Full)
Category readiness, ranked.
| Category | Brands | Avg Pulse |
|---|---|---|
| Fresh Food Delivery | 4 | 45.1 |
| Home Furniture, Décor & Solutions | 6 | 44.5 |
| Jewelry | 5 | 42.6 |
| All other categories (aggregated) | 44 | 42.2 |
| Beverages | 4 | 40.2 |
| Skin Cleansing & Care | 8 | 38.4 |
| Apparel | 16 | 38.4 |
| Packaged Food | 8 | 37.9 |
| Health, Wellness & Supplements | 9 | 32.4 |
| Beauty & Personal Care | 17 | 31.9 |
| Overall · all D2C brands | 121 | 39.1 |
NeuGenM Signal (NeuGenM.AI) · D2C Brands in India · AI GEO/AEO Performance Audit · 2026-06-30 · Pulse is the composite 0–100 readiness score.
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