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How EkLine works

EkLine runs a loop: measure what AI assistants and coding agents say and do with your product, fix what they read, have your team approve the changes, then measure again.

Journeys measures what AI assistants and coding agents say and do with your product.

  • A journey is one job for an agent: a buyer’s question, or a developer’s task for a coding agent. It names who is asking (a persona) and the checks an answer must pass.
  • Research journeys ask questions of ChatGPT, Claude, Perplexity, Gemini, Claude Code or Codex. Agent Task journeys give a task to Claude Code or Codex.
  • Each agent does the journey as many times as you set, each run a separate conversation.
  • Measured checks are counted directly from the answer, such as whether your product is named in the first answer. Judged checks are graded by an AI model against a rubric, such as you are recommended, not just mentioned.
  • A collection runs several journeys and shares one report. The Buyer questions collection asks 15 buyer questions, 10 times each on ChatGPT, Claude, Perplexity and Gemini, and shows which you win, split or lose. See Get your first AI report.

Docs Agent and Marketing Agent draft the changes.

  • From a report. Under What went wrong, each cause has a button: Fix in docs starts Docs Agent, and Draft in Marketing starts Marketing Agent. A collection report’s Fix these first has Start the fix. The agent gets the report’s evidence and checks that the gap is real before it changes anything. See Turn a gap into a fix.
  • Without a report. Start Docs Agent from its editor, a pull request or merge request comment that mentions @ekline-ai, Slack, Discord, Jira triggers, Automations or an MCP client. Start Marketing Agent from its editor or an MCP client.

Both agents work from your repositories, the context you set under Settings, and your connected tools. See Which setting to use.

Your team decides what ships.

ChangeWhere you review itHow it ships
Docs Agent, docs repositoryIts editor, where a Reviewing changes banner offers Accept All and Reject All after each turn, and you can editRaise PR asks Docs Agent to open a pull request (a merge request on GitLab). Your team merges it in GitHub or GitLab
Docs Agent, Confluence or PylonIts editorUpdate KB publishes the edits you approved
Marketing AgentIts editorCopy or Download as Markdown or HTML. It opens a pull request only when you ask

A pull request comment, a Slack request, a Jira trigger or an Automation can open the pull request without Raise PR. It still waits for your team to merge it, and Docs Reviewer can check it first like any docs change. See How EkLine opens pull requests.

Once the change is published, run the journey or collection again in Journeys: Run now on a journey in the list, or Run collection on a collection. A collection report compares each later run with the first, question by question. A journey report shows how each check moved since the previous report for the same agent. Answers vary between runs even when nothing changed, so compare across many runs. See How results are measured.

PlaceWhat EkLine readsWhat EkLine writes
Docs repositories under Where EkLine writes (GitHub or gitlab.com)Files and historyBranches and pull requests (merge requests on GitLab)
Code repositories under What else EkLine can readCode and merged pull requests, to work out what changed and whyNo files or pushes. Comments on pull requests: a reply when someone mentions @ekline-ai, and with automatic PR review, at most one comment on whether docs need an update
Slack and DiscordThe thread where someone mentions EkLineReplies in that thread
Jira, Linear, Notion, Google Drive and other tools under Settings > IntegrationsTickets, pages and files, for contextNothing on its own. A Jira trigger can comment on its ticket
Confluence spaces and Pylon knowledge bases under KB ManagementPages and articlesEdited Confluence pages, and new or edited Pylon articles, after Update KB
The public webPublic pages, when an agent researches a topicNothing. EkLine does not publish to your website or a CMS

EkLine only accesses the repositories and tools you connect, with the permissions you grant. For isolation, data handling and compliance, see Security and data and the EkLine trust center.

Not unless you select a code repository under Where EkLine writes. EkLine changes files only in the repositories listed there, through a pull request or merge request. In repositories under What else EkLine can read, EkLine never edits files or pushes, though it can comment on pull requests.

Once: connect GitHub or GitLab, select the repositories EkLine writes to and reads, and fill in your Company Profile (Set up your workspace). Then: run a journey or start a session, review the draft, merge what you want, and run the journey again.

No. Journeys agents reach your docs through public web search, the way a buyer’s assistant does. The documentation sites in your Company Profile are used only to recognize your pages in the answers.

Automations run Docs Agent tasks on a schedule. Journeys and Marketing Agent run only when someone starts them.

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