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Cited · Three modules

AI Content & Distribution Engine

Your expertise is already written down: in Word files, PDFs, directory profiles and partners’ heads. I turn it into a fact-checked knowledge hub on your own domain, keep it growing with one-click approvals, and send it out as a week of on-brand posts per channel.

  • Edge Hub from €4,500 · $4,950 2–3 weeks
  • Full Engine from €9,500 · $10,500 6–9 weeks
  • Distribution Module from €3,500 · $3,850 3–4 weeks

Proof on file

CLIENT · NAME CHANGED

1,100+

pages live on the firm's own domain

Corvane Legal, a German law firm: articles captured, reworked, claim-checked, approved and published on the firm’s own domain, then handed over into its own Cloudflare account.

observed 2026-10-05 · live sitemap count

03 Fit

Who this is for, and who it isn't.

Built for you if

  • You’re a law, medical, finance, consulting or industrial firm with a back catalogue of articles, guides or PDFs.
  • Your best writing lives on a directory or publisher that ranks for it instead of you.
  • You don’t want to touch your WordPress or builder site. The Edge Hub sits beside it on one path.
  • Partners will approve a weekly post in a minute, but will never write one.

Not for you if

  • You have nothing written down and nobody to interview yet. Start with the AI Search Visibility Sprint.
  • You want volume for its own sake. The engine publishes only what passes a fact check and your approval.
  • You need someone to answer comments and DMs. The engine drafts and publishes; it doesn’t do community management.
  • You’re a consumer brand chasing reach. This is built for expertise that has to be right.

04 The problem

Your expertise is building someone else’s authority.

The law firm behind my flagship case had thousands of expert articles on a third-party lawyer directory. Every one of them built the directory’s authority, not the firm’s. When someone asked an assistant about the firm’s speciality, the answer didn’t mention the firm.

Most expert firms have a version of this: a Word file of answers nobody published, a PDF library behind a login, a partner who explains the same thing on every call. The bottleneck isn’t knowledge. It’s turning that knowledge into pages and posts every week, safely, without hiring a content team.

And plain AI writing makes it worse. On one batch, the AI suggested 1,175 internal links; 72 were hallucinated, with anchors that weren’t in the text and pages that didn’t exist. That’s why nothing in this engine publishes without passing a gate.

72✓ hallucinated links rejected (36 invented anchors, 36 non-existent pages) observed 2026-10-05 · deterministic validation log

Signs you need this

  • Your articles rank on a directory’s domain, not yours.
  • There’s a Word file or PDF library of expertise nobody ever published.
  • Your LinkedIn page posts twice a year, when someone remembers.
  • Partners won’t write, but they’d happily approve.
  • You tried AI writing once and it invented a statute, a study or a price.
  • You can’t tell which articles ever produced an enquiry.

Is your current site even readable by AI crawlers?Free AI-readiness audit · about 60 seconds · no email needed for the score.

06 Three modules

Capture, publish, distribute. Start with the one that hurts.

Each module stands on its own and plugs into the others. You never pay twice for the same part.

01 · Capture

Edge Hub

Your back catalogue published as a searchable knowledge hub on your own domain, right beside your current site.

from €4,500 · $4,950 2–3 weeks
  • Bulk import from .docx, PDF or a directory profile
  • AI meta descriptions and structural QA
  • Validated internal links: anchor and target must exist
  • Served inside your live header and footer; CMS untouched, instant rollback
Start with Capture →

03 · Distribute

Distribution module

A week of on-brand posts per channel, drafted from your published expertise and approved from a phone in minutes.

from €3,500 · $3,850 3–4 weeks
  • LinkedIn, Facebook / Instagram, X and newsletter drafts in your voice
  • Approve, decline or comment per post on a phone-friendly portal
  • Your feedback shapes the next week’s drafts
  • Works with the engine or on its own
Start with Distribute →

Plus running costs of ~€30–150/mo, paid directly to the AI, scraping and hosting providers.

07 What you get

Deliverables, tagged by the layer they fix.

The full engine includes everything below; Capture and Distribute can be bought on their own and joined up later.

  • Knowledge hub on your own domain

    Your back catalogue as fast, searchable pages with sitemap and schema, served inside your live header and footer.

    Layer: Found
  • Claim-by-claim fact check

    Every factual statement in a reworked article checked against its source as supported, partial or unsupported. Unsupported claims are flagged and held for a person, not softened.

    Layer: Cited
  • Validated internal links

    AI-suggested links kept only if the anchor exists verbatim, the target page exists, and a relevance check passes.

    Layer: Cited
  • One-click approval digest

    A daily email of what’s ready, with signed single-use approval links and shareable preview links.

    Layer: Engine room
  • Budget breaker

    A hard monthly cap on AI spend and a daily rework limit. When the cap is hit, the engine stops; it doesn’t send you a surprise bill.

    Layer: Engine room
  • Per-bot AI-crawler analytics

    Which AI crawlers read which pages, by name, with an alert if they stop coming.

    Layer: Found
  • Article → form lead attribution

    Every enquiry tagged with the article that brought it in, carried in the link without cookies.

    Layer: Chosen
  • Distribution and approval portal

    A week of on-brand posts per channel, approved, declined or commented on from a phone. Feedback shapes the next draft.

    Layer: Engine room
  • Tests, runbook and handover

    Automated tests on every pipeline stage, a runbook, and the whole system moved into your Cloudflare account.

    Layer: All layers

08 How it runs

The full engine, in nine weeks, with you in control of the switch.

It starts in pilot mode: you approve every article from the daily digest. Automatic publishing is switched on only for the categories you choose, and you can switch it off again at any time.

Agents at work Human gate: nothing moves on until a person approves

  1. Step 1: Week 1

    Source audit and rules

    Every source inventoried: documents, archives, directory profiles. Tone, banned phrases and things that may never be claimed are written down.

    • agent://researcher
    • agent://architect

    Human gate You approve the source list and the editorial rules.

  2. Step 2: Weeks 2–3

    Capture and hub

    Sources archived and parsed, then imported. The hub goes live beside your site on one path, with your header and footer.

    • agent://builder
    • agent://tester

    Human gate You approve the hub before it’s public.

  3. Step 3: Weeks 3–5

    Rework and fact check

    Articles rewritten into answer-first pages; every claim checked against the source. Anything unsupported is flagged and held for a person, not softened.

    • agent://writer
    • agent://fact-checker

    Human gate Pilot mode: you approve every article from the daily digest.

  4. Step 4: Weeks 5–7

    Analytics, attribution, budget

    Per-bot crawler analytics, article-to-form attribution, the budget breaker and its alerts.

    • agent://builder
    • agent://watcher
  5. Step 5: Weeks 7–9

    Handover and auto mode

    Moved into your Cloudflare account with CI deploys, runbook written, team trained on the digest.

    • agent://watcher

    Human gate You decide when, and for which categories, approval becomes automatic.

09 Proof

One engine already runs this way. Another is in pilot.

The law-firm engine is a client system, live and handed over. Cuckoo is my own distribution engine, in pilot while the social platforms approve its publishing access.

CLIENT · NAME CHANGED

1,100+ pages live

Corvane Legal: AI content engine

Plus 230+ on a sister domain. 649 automated tests, a 5 min heartbeat and 5 domains on one engine.

  • Capture
  • Publish
  • Crawler analytics
OWN PRODUCT · PILOT

Core built in ~2 days

Cuckoo: AI distribution engine

Drafts a week of on-brand posts per channel with 4 AI providers; clients approve from their phone. Publishing integrations are built and waiting on platform approvals.

  • Distribute
  • Approval portal
~€33/mo✓ AI spend (throttled to 15 rewrites/day) observed 2026-10-05 · configured throttle
€100✓ hard monthly AI budget breaker observed 2026-10-05 · engine config default
Sept 2026✓ handed over into the firm's own Cloudflare account observed 2026-09-29 · deployment log
Part 2 · Edge Hub internal linksWhat the AI proposed, what the gates threw out, what survived.
  1. 1,175 AI internal-link suggestions
  2. −72 hallucinated — 36 invented anchors, 36 links to pages that don’t exist
  3. −179 irrelevant — failed the relevance check
  4. 924 approved and published · avg 3.97 per article

10 Price

What moves the price, and what it costs to run.

Each module has its own published starting price. I usually suggest starting with Capture, proving the hub works, then adding Publish or Distribute.

Costs more when

  • Messy sources: scanned PDFs, several directories, mixed languages.
  • More domains or languages (the law-firm engine runs 5 domains).
  • Regulated topics that need stricter claim rules and review.
  • More distribution channels, or a custom approval workflow.

Costs less when

  • Clean source files (.docx or structured HTML).
  • One domain and one language.
  • Starting with Capture and adding modules once it proves itself.
  • One person on your side who approves within a day.

Monthly running costs

Paid by you, directly to each provider, in your own accounts. I add no markup and no hosting fee.

WhatHow it worksPaid to
AI model usageRework, fact checks and drafts, billed by the AI provider. Throttled by a daily limit and capped by your breaker; the law-firm engine runs at ~€33/mo.Anthropic / OpenAI
ScrapingOnly if your sources sit on third-party sites. Normal operation usually fits a provider’s free tier.Scraping provider
Hosting, database, cronCloudflare Workers, D1 and KV. Small volumes fit Cloudflare’s free plan; Workers Paid is budgeted when volume or CPU needs it.Cloudflare
Digest emailsCloudflare Email or the provider you already use.Cloudflare / yours

Typical running costs: ~€30–150/mo, paid directly to the providers. The breaker defaults to a hard €100 a month.

11 Handover

What you own when we're done.

  • The engine’s code, prompts and tests your GitHub organisation
  • Workers, database and raw archive your Cloudflare account
  • Every published page, as files your domain + repo
  • Editorial rules and prompt versions versioned in your repo
  • AI provider accounts and API keys in your name
  • Runbook and recorded walkthrough docs/ + shared drive

No licence fees to me, no lock-in, no proprietary platform. If I disappeared tomorrow, any competent developer could pick it up from the runbook.

12 Questions

Straight answers to fair questions.

Won’t Google penalise AI-written content?

Mass-producing low-value pages to manipulate rankings is what Google’s spam policies treat as scaled content abuse. The engine publishes pages built from your own expertise, checked claim by claim against the source and approved by a person, at a deliberately throttled pace. That’s the opposite.

What does “claim-by-claim fact check” actually mean?

After an article is reworked, a second model lists every factual statement and checks each one against the original source: supported, partial or unsupported. Unsupported statements are flagged, and the draft is held for a person to review before it reaches your digest. Banned phrases (guarantees, superlatives, anything your regulator dislikes) are blocked outright.

Do we have to approve every article forever?

No. The engine starts in pilot mode, where you approve everything. Once you trust a category, you can switch it to automatic, and switch it back at any time. I recommend keeping sensitive categories on manual approval permanently.

Will this touch our WordPress site?

No. The Edge Hub runs on one path of your domain (for example /knowledge/) through Cloudflare and borrows your live header and footer, so it looks native. Your CMS isn’t touched, and the hub can be rolled back in seconds.

What does it cost to run each month?

Running costs go to the providers, in your accounts, never through me. AI spend depends on volume; the law-firm engine runs at ~€33/mo (throttled to 15 rewrites/day), under a hard €100 monthly breaker.

Which channels can the Distribution module publish to?

LinkedIn, Facebook, Instagram, X and your newsletter are the usual set. Publishing to some platforms requires their developer approval in your company’s name, which takes time; until it lands, approved posts are delivered ready to paste. I won’t claim a platform works until it does.

Rather talk it through first?

20 minutes with me, not a sales rep. You leave with a clear next step — whether or not we work together.