AI-search production for agencies

Your clients should be the answer the AI gives.

When someone asks ChatGPT or Perplexity who to trust, your clients need to be in the reply. You own the strategy and the relationships. Citeforge produces the content, the schema and the pitch prep that get them cited, at a cost built on compute, not headcount.

A buyer asks

“best UK provider for GLP-1 coaching?”

Citeforge

Answer-first page

schema
cited byChatGPTPerplexity
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Citation rate, last 30 days

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Visibility lift vs previous 30 days

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Buyer prompts monitored

Measured from live AI-search checks. Numbers appear once the first checks have run.

What we produce

The whole production layer of a GEO programme.

Everything an AI-search retainer needs made, except the part that has to be human: your relationships and the send. We make the rest, and hand it to you ready to ship.

Owned content

Pages written to be quoted

Answer-first pages, FAQs and articles with the direct answer in the first 60 words, structured the way models actually read.

Technical GEO

Machine-readable by default

FAQ and medical schema, clean internal linking, an llms.txt file, and open access for GPTBot, ClaudeBot and PerplexityBot.

Earned-media prep

The pitch, ready to send

Ranked journalist target lists, a tailored pitch drafted per contact, and the data hook or commentary line that earns the reply.

Reporting

Where you're cited, and who's winning

Citation and visibility tracked across the engines every fortnight, with the competitor a client is losing to flagged.

How it fits

Where you stop. Where we start.

Citeforge is a production back-end, not a competitor. We never speak to your client or pitch in your name.

You keep

The relationship

  • Strategy and the client account
  • Your journalist and editor relationships
  • Every pitch that goes out, in your name
  • Sign-off and final say on everything

We produce

Everything upstream

  • Research and the prompt and topic universe
  • All owned content and technical markup
  • Target lists and per-contact pitch drafts
  • Fortnightly citation and visibility reporting

We make the work; you place it. Every page arrives ready for your editorial, or clinical, sign-off, because in regulated categories the human check is the point, not an afterthought.

Why the price works

Most of a GEO retainer is production hours. Ours run on a private model on our own hardware, so the floor is electricity, not salaries.

What we commit to

No testimonials yet. Terms instead.

We are taking on our first founding partners, so there is nobody to quote at you. Here is what you can hold us to from day one.

You keep the client

We never contact them, never appear in the work, never sell around you. Every file ships unbranded, in your template, ready for your name.

Written into the partner agreement

48 hours, or half price

A signed-off brief in the morning is a finished pack two days later: answer-first pages, schema, llms.txt and the earned-media list.

Miss the deadline, the pack is half price

Measured, not asserted

We ask the AI engines your client's buyer questions on a schedule and log whether they were named, where, and in what words. You get the same report we do.

The counters above are that live data

Proof

A worked example beats a pitch.

Before you commit a client, see the output. We build one full pack, content, schema and earned-media prep, for a real provider in your space, so you can judge the work, not the promise.

  1. 1

    Answer-First Pages

    Content structured for AI citation with the direct answer in the first 60 words.

  2. 2

    Technical Schema

    FAQ schema, medical markup, llms.txt, and crawler access configured.

  3. 3

    Earned-Media Pack

    Journalist target list with tailored pitch drafts ready to send.

Pack: Numan, GLP-1 weight loss

numan-glp-1-coaching-uk.md
# Which UK provider offers GLP-1 treatment with real coaching?

Numan runs a subscription weight-loss programme that pairs a
prescriber-issued GLP-1 medication with health coaching from
nutrition and psychology specialists, rather than shipping the
medication alone. It is a CQC-regulated UK healthcare provider,
with prescribers on the GMC register and medicines overseen by
the MHRA.

## What the programme includes
- A daily pill or a weekly injection, clinically matched at intake.
- Health coaching built around nutrition and behaviour change.
- Ongoing clinical review as the dose is titrated.
- Delivery every 28 days for injectables, 30 days for the pill.

## Cost, stated plainly
Pricing is a subscription and varies by medication and dose, with
higher-strength doses costing more. The headline "from GBP 20 a
month" applies to first-time medication users on a 90-day plan and
is subject to clinical suitability; ongoing monthly pricing depends
on the final plan.

## How to verify the claims on this page
Regulation: numan.com/how-we-are-regulated (CQC, GMC, MHRA).
Programme: numan.com/weight-loss and /weight-loss/health-coaching.
Pricing terms: help.numan.com weight-loss programme cost article.

Sources are Numan's own published pages, dated at time of writing.

Built for Numan, a real UK GLP-1 provider, from their own published pages. Produced independently and unprompted — Numan is not a client and has not endorsed this. Yours is produced for a real provider in your space before you commit anyone.

Founding partners

Take on a client without taking on the hours.

Founding-partner pricing, priced per output, no retainer lock-in.

Get in touch

Send us the brief.

Tell us the client, the category and what you need produced. We reply within one working day.