Gemini
Claude
CopilotAbout GEO and AEO in Pune, India
Generative Engine Optimization is about being named and cited inside a generated answer. That is a different outcome from holding a position in a list of links, and it is measured differently.
Ranking and Citation Are Two Different Outcomes
A page can hold the first organic position and never appear inside an AI answer. A page sitting on the third page of results can be cited repeatedly. These are two separate selection processes, and treating a rank report as evidence of citation performance is the single most common error in this market. Every metric on this page keeps them apart. Where a vendor shows you a rankings chart to prove AI visibility, they have answered a different question from the one you asked.
The gap matters more in India than in most markets because query shape drives AI exposure so heavily. In the MIT panel that includes India, question-style queries returned an AI answer roughly 60% of the time, statements around 37%, and navigational queries only about 12%. A buyer typing your company name into a browser bar is in the 12% bucket. A buyer asking an assistant to shortlist suppliers for their market is in the 60% bucket, and that is the moment this service is built for.
Where Your Buyer Asks Matters More Than Where You Rank
For a Pune company selling abroad, the operative question is not how visible you are on the Indian results page. It is whether a procurement lead in Singapore, Jakarta, Dubai, Frankfurt or Chicago gets your name when they ask an assistant about your category, and whether the sources behind that answer actually support what is being said about you. Those are two separate checks, and we run them separately: is the brand named, and is the claim attached to it accurate.
We are direct about the limits of the evidence here. No public controlled study measures whether the same prompt asked from Pune retrieves different source nationalities than the same prompt asked from London, and nobody has measured citation outcomes for Marathi-language queries. Those are open questions, not settled facts, so the answer is a controlled test against your own category rather than a claim borrowed from somebody else's market.
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One Buyer Question, Different Sources Behind Each Answer
Assistants do not draw on the same pool of sources. The same question about your category can be answered from editorial coverage in one engine and from trade or reference material in another. Optimising against a single engine leaves the rest of your buyer's toolkit uncovered.
Editorial-weighted source set
Trade and technical source set
Illustrative of the source-divergence pattern documented across the cross-validated research behind this page, not a captured screenshot of any specific query. Your own panel is what produces your numbers.
What Google Actually Requires, and What Gets Sold Instead
Much of what is sold as AI-search optimisation has been publicly contradicted by Google's own documentation. This is worth reading before you buy anything labelled GEO, from us or from anyone else.
Search Console Now Reports Generative AI Performance
Google announced a Generative AI performance report in Search Console on 3 June 2026, rolling out to a subset of sites. Anyone still telling you that AI visibility cannot be measured in Google's own tooling is working from outdated information. Citation still does not equal a click, so we continue to report visibility and traffic as separate layers.
Google Warns About Tools Claiming Internal Metrics
Google's own guidance tells site owners to be wary of third-party tools that promise ranking success or claim to use internal Google metrics. We hold ourselves to the same standard: no proprietary score stands in for evidence, and every reported result traces back to raw responses, cited URLs and a dated run log you can inspect.
There is no credible India-specific figure for AI Overview prevalence, and no credible India-specific measurement of publisher traffic loss caused by AI answers. Figures in circulation for both come from other markets. This page does not restate them as Indian numbers.
Our GEO and AEO Services in Pune, India
Built around a fixed prompt panel, measured per engine and per destination market, reported so it can be repeated.
Frozen Prompt Panel by Buyer Market
Prompts are never swapped out after a weak result. The panel is the contract, and the change log is part of the report.
Multi-Platform Citation Tracking
Every run records model, version, country, language, session state and date, and prompts are repeated in clean sessions so volatility is visible instead of hidden.
Entity and Source Consistency
Inconsistent entity data is a leading cause of assistants hedging or misstating what a company does.
Third-Party Authority by Destination Country
Delivered through our media release and digital PR service, scoped country by country rather than as one global push.
Indic-Language Panels Where They Earn Their Place
Retrieval in Indian languages is a documented engineering problem in its own right, and citation outcomes for Marathi queries have not been measured by anyone, so these panels are run as a test with a decision point rather than sold as a settled tactic.
PromptWatch Reporting
Runs alongside our companion SEO service for Pune, because assistants still draw on indexed, crawlable content.
How We Report Citation, and What Should Disqualify Any Vendor
India has no standards body prescribing GEO metrics, and no survey establishes what Indian buyers currently accept as proof. That gap is exactly why the definitions below are written out rather than summarised into one score. Hold us to them, and hold anyone else you are evaluating to them too.
| Metric | Exact definition | Why it is not a ranking metric |
|---|---|---|
| Mention rate | Share of eligible prompt runs in which the brand is named anywhere in the answer. | An assistant can name a brand with no link at all, and regardless of its position in Google. |
| Owned-source citation rate | Share of eligible runs containing at least one citation to a domain you own. | This measures source attribution directly, not list position. |
| Citation share | Cited URLs belonging to you divided by all cited URLs across the fixed panel. | This measures competition between sources, not competition for a slot on a results page. |
| Recommendation rate | Share of eligible runs in which the brand is explicitly recommended, shortlisted or compared favourably. | Being mentioned is not the same as being recommended. A mention can be neutral or unfavourable. |
| Answer placement | First recommendation, later recommendation, table inclusion, footnote only, or source only. | Position inside a generated answer is a different variable from position in a list of links. |
| Factual accuracy | Share of coded claims about your brand that match an approved fact base you sign off on. | High visibility attached to wrong facts is a failure, not a result. |
| Citation validity | Share of citations that actually support the claim they are attached to. | A link can be present and still be irrelevant to the sentence it sits beside. |
| Stability | Consistency of outcomes across repeated clean-session runs of the same prompt. | Models are probabilistic and change over time. One favourable run is not a state of the world. |
| AI referral sessions | Sessions attributable to assistant domains or AI surfaces, where measurable. | Reported separately and never merged with citation, because a citation frequently produces no click at all. |
What should disqualify a vendor, including us. Reporting rankings as though they were citations. Refusing to disclose the prompt panel. Changing prompts after a baseline has been set. Merging plain mentions with linked citations into one number. Presenting screenshots without the raw responses behind them. Guaranteeing a model output. Quoting an India-specific traffic effect that is actually drawn from another market's data. Any one of these is a reason to stop the conversation.
Why Choose Us as Your GEO Company in Pune, India?
Measurement You Can Repeat, in the Markets Your Revenue Comes From
This service is built for Pune companies whose buyers sit outside India. We started publishing GEO methodology in 2023, before most of the category existed, and the thing we compete on is whether a result can be reproduced, not whether a slide looks impressive.
Southeast Asia Is Our Home Market
For a Pune exporter selling into Indonesia, Singapore, Malaysia or Vietnam, how buyers there phrase questions and which sources they trust is not something we researched. It is where we work every day.
Every Result Traces Back to a Log
Model, version, country, language, session state and run date recorded for every execution, with raw responses and cited URLs kept for audit. If a number cannot be reproduced from the log, it does not go in the report.
We Name the Gaps in the Evidence
Whether location changes source nationality, and whether Marathi pages get cited in Marathi answers, have not been measured by anybody. We test those against your category instead of borrowing a confident-sounding claim from elsewhere.
One Shared Working Day
Jakarta runs 1 hour 30 minutes ahead of Pune and Bali 2 hours 30 minutes ahead, so prompt-panel reviews and correction workflows happen live rather than overnight.
Explore Related Services
Citation work rests on indexed content and third-party authority, so it rarely travels alone.
Want to See Whether an Assistant Names You Today?
Send us one representative buyer question from your category and the market you sell into. We will run it across the assistants your buyers use, capture what comes back with the run details attached, and show you the sources behind the answer. Contact our team to get started.
