High-value D2C Brands
Be the brand AI says to buy
Buyers ask ChatGPT, Gemini and Perplexity which product to buy. We make your product pages readable, publish the comparisons engines quote, and measure every answer.
On the call we run your buyers’ questions live and you keep the list.
Which [product] should I buy under [budget] in India, and is it worth paying monthly instead of upfront?
For most buyers under [budget], Your brand and two marketplace favourites lead on build quality and after-sales cover. 1 If you would rather pay monthly, Your brand's comparison of monthly plans against paying upfront sets out the total cost, when the product becomes yours, and what the damage cover includes.23
- 1yourbrand.com/blog/[product]-monthly-vs-upfront
- 2A buying guide on a tech review site
- 3A Reddit thread on [product] under [budget]
- Named
- Yes Yes, first in the answer
- Cited
- Yes Your comparison page, source 1 of 3
You make the product. Others write the answer.
The questions your buyers ask.
Grouped the way buyers ask them. A filled dot means the answer usually names the brand being asked about today.
Category and best of
Rival brands, marketplaces and review sites write these answers; the kitchenware brand was named in 0 of 4.
- Best [product] brand in India
- Best [product] under [budget]
- Top [product] for [use case], ranked
Purchase and comparison
Shopping-intent questions were the first to cite a D2C store; comparisons go to whoever publishes the definitive page first.
- Where to buy genuine [product] online in India
- Where to find a good [product category] online
- [brand] vs [competitor], which is better
- [product] price and launch offers during [sale event]
Brand and trust
Asked by name, engines already route buyers to your store. The job is to keep that answer accurate and in your words.
- Is [brand] genuine, and is it still selling in India
- [brand] warranty and returns policy
- Is [brand] good quality, real reviews
Research and how-to
Health, lifestyle and how-to publishers own these; a clear explainer on your own domain can become the quoted source.
- Is [material] safe for [use]
- How to clean or care for [product]
- [option A] vs [option B], which should I choose
Where AI finds its answers.
Share of AI citation sightings (percent), 30 Aug to 28 Sep 2026, ChatGPT, Perplexity, Gemini and Google AI Overviews. Average of 5 D2C brands AirPulse tracks (consumer electronics, luggage, kitchenware, non-alcoholic drinks, snacks), each weighted equally; 104,496 sightings in total. Brands' own sites averaged 1.4%.
What the machines see.
- Usually brokenAccessWe check that every AI crawler can fetch your store. One kitchenware store we audited blocked 8 AI crawlers in its own robots.txt, including the one Gemini relies on.
- Usually brokenContentWe check what an engine sees without running JavaScript. Storefronts often render product pages in the browser, so the fetched HTML shows loading placeholders where the price, SKU and offer should be.
- Usually brokenStructured dataWe check Product, Offer and FAQ markup on every template. Usually it is missing, or it fails to parse, so engines cannot tell what a page sells or on what terms.
- Usually brokenIdentityWe check that your Organization record, sitemap and brand-fact pages describe one company. We have found schema naming another country's entity and sitemaps still listing retired pages.
How we get you named.
- Week 11PlumbingOpen the doors to every AI crawler, fix rendering and product schema, generate the sitemap from your catalog, and prove each engine can fetch what we ship.
- Week 22The question listBuild 30 to 60 buyer questions from what engines actually search, your Search Console, marketplace search terms and customer-care tickets.
- Week 33Pick the first ringScore candidate question groups on demand, competition and fit, and choose one together, such as a comparison or a product line.
- Weeks 3 to 84Build and verifyPublish the definitive pages for that ring: comparisons, buying guides, launch articles. Verify every page is fetched and indexed before it counts.
- Day 30, 45 and 605Measure against controlsCompare target questions with 8 to 12 control questions we never touch. Day 60 is the verdict, and we publish the result either way.
We do the work. You approve three things.
AirPulse agents and strategists
- Track the buyer questions in your category every day across ChatGPT, Perplexity, Gemini and Google AI
- Write the fixes your team ships, then the comparisons, buying guides and launch articles engines quote
- Verify every release live and report citations against untouched control questions
Your team
- 1Topic
- 2Content
- 3Publish
High-value D2C Brands, by segment
Questions teams ask first.
Be the answer before they buy
Start with a free AI visibility audit of your store, then pick the first questions together.

