Code-to-Docs
Help articles written from your code. And kept right as you ship.
Code-to-Docs reads your GitHub or Bitbucket repositories, finds the questions your users ask about your product and writes the help-center answers from your code alone. When you merge a change, it proposes the fix. New documentation articles are included free.
How it works
Your product already knows the answers. It is all in the code.
Connect your code
Add your GitHub or Bitbucket repositories with a read-only token, or a public developer docs site. Passwords, keys and secret files are blanked out or skipped before anything is stored, and the index is refreshed every night.
Read only · secrets redacted · re-read nightly
Find the questions users ask
It studies the apps your customers use and proposes the how-to questions they ask, each one tied to the code files that answer it. Staff-only tools and debug screens are left out.
~40 questions per batch · each tied to 1 to 4 code files
Write from the code, nothing else
Each answer is written in a plain help-center voice from your code alone, with no web filler. Button and menu names are quoted exactly as your screens show them, and a check sends back any quote the code does not hold.
Code is the only source · exact on-screen wording · you publish
Stay right as you ship
Every hour it reads your merged pull requests, finds the articles a change makes wrong and proposes the fix, plus new questions to answer. Nothing changes until someone on your team accepts it.
Merged PRs checked hourly · fixes proposed, never forced
When you ship a change
A renamed button does not leave a wrong article behind
Your team renames a button. Within the hour Code-to-Docs links the merged pull request to the article that quotes the old name and proposes the new wording. You accept it or reject it.
Illustration of the Studio screen. Product and file names are examples.
Why it works
Your users ask AI how to use your product. Give it the right answer to quote.
When a customer asks ChatGPT or Google how to do something in your product, the answer comes from whatever pages explain it. If your help center is missing that answer, or describes last year's screens, the AI fills the gap from forums or a guess.
Code-to-Docs writes the answer from the one source that is never out of date: the code your customers are running. The steps match your screens word for word, and they stay that way as you ship.
Tested on a real product
The LiveHelpNow pilot
We built Code-to-Docs on LiveHelpNow, the live chat software company our CEO founded, before opening it to clients. Its 18 code repositories became the source of its help articles.
18
code repositories connected
4,590
files read
2,185
secrets blanked out before storing
31
merged changes caught by the watch
In the reviewed articles, every claim we checked against the product was correct, and no code from the private repositories reached a page.
Which code sources can I connect?
GitHub or Bitbucket repositories with a read-only token, or a public developer docs site. Connect as many as your product has. Nothing is ever written to them.
Is our code safe?
We only read it. Passwords, keys and secret files are blanked out or skipped before anything is stored, and articles written from a private repository never show code, file paths or internal names.
Do articles go live on their own?
No. Each article is a draft until a person on your team reviews it and publishes it to the help section of your site, kept apart from your blog.
What happens when we ship a change?
Merged pull requests are checked every hour. When a change makes an article wrong, Code-to-Docs proposes the fix and flags new questions to answer. Nothing changes until you accept it.
What does Code-to-Docs cost?
New documentation articles are included free on every plan. Rewriting or regenerating an article uses your article credits.
From the blog
The latest from our content engine.
Original-data articles, case studies, and AEO research from our content engine - the same pipeline we run for clients.
One content loop for articles, knowledge base, and social
A unified content loop runs one research-to-publish cycle that feeds articles, knowledge base entries, and social posts from a single evidence corpus. Each output receives the same AEO Rank across fact density, entity authority, and Q&A format criteria.
Turn your support docs and mentions into ChatGPT-cited answers
To get your brand into ChatGPT answers: publish your real pricing, specific outcomes, and support docs on your own website using structured HTML with numbered FAQs and bold key facts.
What an AEO content audit actually predicts about citations
An AEO content audit predicts citation likelihood by scoring pages across four gates: crawler access, passage extractability, authority signals, and original data density, and mapping those scores to observed citation rates.
Turn your code into a help center that keeps up
Connect a repository, review the first questions, publish the answers you approve. New documentation articles are included free on every plan.