MananWho AI names when an Indian buyer asks for a water purifier
Six brands, forty-four questions, five days of answers — and the gap between who is named and who is cited.
In preparationAI brand intelligence · India
Know what AI says about your brand — and which page made it say that.
Your buyers ask ChatGPT and Gemini before they ask anyone else. Manan tracks those answers every day, traces each claim back to the page it came from, and hands your existing team the specific edit that changes it.
Starts with a free category audit — real prompts, real answers, your category.
Northbay is a reasonable option, but reviews are mixed on after-sales service. Several buyer guides note that service response times vary sharply outside the metros, and at least one 2024 complaint thread is still widely referenced.
If service matters most to you, competitors publish their technician counts and city coverage while Northbay does not. Check the warranty terms on the specific model before buying.
Why this matters now
Nobody in your organisation wrote that answer.
It was assembled, in a second, from pages across the open web — most of which you do not own and have never read. It reaches the buyer before your site does, before your dealer does, and before your campaign does.
It is unprompted
The buyer did not search for you. They described a problem, and an answer named some brands and not others.
It is invisible to your reporting
No impression, no click, no session. The conversation that shaped the decision never appears in analytics.
It is fixable
Every sentence in that answer came from a page. Pages can be corrected, expanded or written. That is the whole job.
How it works
Measure, diagnose, act, then measure again.
Four steps your existing SEO, content, PR and web teams already know how to run. Manan tells them where to point.
-
01
Measure
Your real buying questions, asked to the engines every day. Visibility, sentiment and citations per brand.
-
02
Diagnose
Every claim traced to the page that carries it, and every page to the owner who can change it.
-
03
Prioritise
The handful of pages that move the most answers, ranked. Not a backlog — a short list.
-
04
Act
A drafted change for each page, in place, with the owning team named. Nothing publishes without your approval.
Then measure again — published, cited, and whether the answer moved.
What you get
A number your board can follow, and the page behind every point of it.
- The baseline
- One sentiment figure for your category, with the answers it was computed from. Every figure opens into the runs behind it — nothing is an estimate.
- The evidence chain
- For each claim the engines repeat: the page that says it, the line on that page, and the answers that picked it up. You can check any of it against the source.
- The page list
- Which pages to change, in what order, and which team owns each one. Drafted copy for each, written to be quoted by an answer engine rather than ranked by a search engine.
- Proof it moved
- Published, then cited, then the sentiment reading. If a change was published and never got picked up, you see that too — and we change the approach.
Built for India
Indian questions, Indian sources, Indian buying journeys.
The pages an answer engine trusts in India are not the ones it trusts in the US. Category aggregators, regional review sites, service directories and forum threads carry the weight here — and they are the pages most brand teams have never audited.
Manan runs prompts the way Indian buyers actually write them, including in Hindi and mixed script, and reads the sources that answer them.
Insights
What we are finding.
Category reads from our own tracking, published openly.
Method · 25 Sep 2026
Category read
Playbook
Why AI visibility rises as buyer intent rises, and sentiment falls
The inversion shows up in category after category. What causes it, and which pages are responsible.
Read →Writing a page an answer engine will actually quote
Structure, specificity and dating — what separates a page that gets lifted from one that gets skipped.
In preparationWant a read on your own category before it is published? Ask for it with your demo request and we will send it over.
Questions
What CMOs ask us first.
What is answer engine optimisation?
Answer engine optimisation is the practice of shaping what AI assistants say about a brand when someone asks them a question. Where search engine optimisation competes for a position in a list of links, answer engine optimisation competes to be the source an assistant draws on when it writes a single answer. The work is the same kind of work — pages, facts, structure, third-party coverage — pointed at a different reader.
How is this different from the SEO we already do?
SEO gets you ranked. This is about what gets said when nobody clicks. The teams are the same and much of the content work overlaps, but the measurement is different: instead of position and traffic, you are tracking whether you are named, how you are described, and which sources the answer was built from.
Which AI engines does Manan track?
ChatGPT and Gemini today, captured daily as a consumer sees them rather than through a developer interface, because the two differ. Other assistants are added per engagement.
Do you write the content, or do we?
Manan drafts it, your team owns it. Each recommended change arrives as drafted copy shown in place against the current page, with the owning team named. Your people review, edit and publish through your own process.
Does anything get published without our approval?
No. Nothing is published by us, anywhere, at any point. Manan produces the draft and the brief; publishing stays entirely inside your organisation and your agencies. For regulated categories this is not negotiable, and we build for it.
How long before the answer changes?
We do not promise that an engine will pick up a change, and you should be wary of anyone who does. What we commit to is measurement: a page is tracked as published, then as cited, then the sentiment reading is taken. If a published change is not cited within six weeks, that is a finding in itself, and it changes what we do next.
Request a demo
See your own category, not a sample one.
Tell us the category and we will run a short audit on real prompts before the call — so the first thing you see is your own data.
We use this only to prepare and run the audit. No list, no sharing. Privacy policy.