PR that never becomes citations
Coverage in press that LLMs read past. Mentions, no recommendations.
In the order we check them
What we change
Redirect PR to the specific publications and list formats AI engines cite, attach a data story to every pitch, and track mention-to-citation conversion instead of clippings.
Citation-source coverage doubled in one quarter
The usual causes are mentions in publications models do not cite, coverage lacks the ranked-list format, no data hook journalists can reuse.

Published before you ask, not after the third call
Method, pricing, limits and tools. All of it live on this site right now.
Send me the plan for my prompts
Written against your scan results, not a generic PDF. Qualified enquiries get a WhatsApp reply within 15 minutes.
- 20 buying prompts, your category
- ChatGPT, Gemini, Perplexity, AI Overviews
- You against three named competitors
- Report in one working day, yours to keep

Published before you ask
Pricing, method, limits, scorecard cadence and seven working tools, all live on this site right now rather than appearing on call three.
You can qualify yourself out in ten minutes without speaking to anyone. That is the point.
Twenty buying prompts, four engines, you against three named competitors. Report in one working day. No call needed.
PR to AI citations: common questions
The detail lives here so the page above stays readable. Open what matters to you.
How do you fix pR that never becomes citations?
The usual causes are mentions in publications models do not cite, coverage lacks the ranked-list format, no data hook journalists can reuse. We diagnose with a free visibility scan across four AI engines, then fix in cause order. Typical result: Citation-source coverage doubled in one quarter.
What causes pR that never becomes citations?
In the order we check them: mentions in publications models do not cite; coverage lacks the ranked-list format; no data hook journalists can reuse; brand mentioned but never linked to facts.
How do you fix it?
Redirect PR to the specific publications and list formats AI engines cite, attach a data story to every pitch, and track mention-to-citation conversion instead of clippings. That is the whole of our approach to PR to AI citations, no single lever does it alone.
How long does fixing PR to AI citations take?
Typical result: Citation-source coverage doubled in one quarter. Diagnosis takes days, the entity and structural work takes weeks, and the citations compound in the second and third month as sources index.
Is this a content problem or a technical problem?
Usually both, which is why single-discipline vendors cannot solve it. The symptom shows up in AI answers and traffic, while the cause sits across entity data, schema, source coverage and whether anything on the site is worth quoting.
What should we measure while fixing it?
Prompt coverage and share of voice in AI answers, alongside branded search volume and AI referral sessions. If coverage has not moved in 60 days, the diagnosis was wrong and we say so.
Can we do this in-house?
Often yes, and the audit gives you the written plan for PR to AI citations whether or not you engage us. What in-house teams usually lack is the weekly scan infrastructure and the source relationships that turn good content into citations.
What does it cost to have you fix it?
The free visibility scan shows the damage, the ₹25,000 GEO Audit (waived on engagement) shows the plan, and the 90-day GEO Sprint from ₹1,50,000 per month executes it.
What if it does not improve?
If the agreed prompt coverage has not moved in 90 days, the next 30 days are free.
Could the cause be mentions in publications models do not cite?
It is on the list, and it is number 1 in the order we check. Ruling it in or out takes an afternoon with the scan output and your site data, which is why we diagnose before prescribing rather than starting with whichever fix we happen to sell.
Could the cause be coverage lacks the ranked-list format?
It is on the list, and it is number 2 in the order we check. Ruling it in or out takes an afternoon with the scan output and your site data, which is why we diagnose before prescribing rather than starting with whichever fix we happen to sell.
Could the cause be no data hook journalists can reuse?
It is on the list, and it is number 3 in the order we check. Ruling it in or out takes an afternoon with the scan output and your site data, which is why we diagnose before prescribing rather than starting with whichever fix we happen to sell.
Could the cause be brand mentioned but never linked to facts?
It is on the list, and it is number 4 in the order we check. Ruling it in or out takes an afternoon with the scan output and your site data, which is why we diagnose before prescribing rather than starting with whichever fix we happen to sell.
If you were looking for how to fix pr that never becomes citations, pr that never becomes citations India, AI search diagnosis, generative engine optimization and large language models, you are in the right place.
Everything above is what any serious conversation about PR to AI citations should cover before you sign anything.