Product / Growth agents

Agents that draft the work. People who approve it.

Five agents turn what the measurement found into drafts: pages, entity fixes, outreach messages and FAQ answers, each built from the answers that justified the action. None of them publishes, sends or posts anything.

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Quick answer

Five agents draft from the evidence in your own AI answers: Content Optimizer, Entity Builder, Citation Outreach, Competitor Monitor and FAQ Builder. They never publish or send. Their output enters the Content Workspace, which carries a piece through brief, draft, review, published and measured with versions kept.

The five agents

Each one does a narrow job on the evidence the measurement produced, which is what keeps the output specific.

  • Content Optimizer

    Drafts and rewrites pages against the questions they are meant to answer, using the answers you lose as the brief. It works from stored evidence, so a draft can name the questions it targets.

  • Entity Builder

    Prepares the fixes behind a flag in Brand Brain: the wording, the structured data and the page changes that make a claim about you checkable instead of implied.

  • Citation Outreach

    Drafts the message that asks a source to correct or include you, aimed at the pages the winning answers actually cited. It drafts. It does not send.

  • Competitor Monitor

    Watches the companies in your comparison set across refreshes and writes up what changed: a new question they have taken, a new source citing them, a claim they have started to own.

  • FAQ Builder

    Turns the questions your buyers put to AI into answerable content on your own site, in the shape engines extract, with the question as the heading and the answer directly underneath it.

The Content Workspace

Five states, and a piece of work only moves forward when a person moves it.

  1. Brief

    Created from an approved action, so it arrives with the questions it should move and the answers that justify it rather than as a title in a spreadsheet.

  2. Draft

    Written by an agent or by you, with the evidence it was written from kept alongside it. Every save is a version, so you can see what changed and go back.

  3. Review

    A person reads it and either edits, approves or sends it back. This step cannot be skipped: nothing leaves the workspace without it.

  4. Published

    You publish it, on your own site or wherever it belongs. Marking it published closes the action it came from.

  5. Measured

    About a week later the action's questions are asked again, and the before and after are attached to the piece that was meant to move them.

Guardrails

The limits are the product, not a disclaimer attached to it.

  • Agents draft only. Publishing, sending and correcting are human decisions, every time, with no setting that changes it.
  • Every draft keeps the evidence it was built from, so a reviewer checks a claim against the answer it came from rather than trusting the draft.
  • Versions are kept. What was approved is recorded as it was approved, which is what makes a review worth doing.
  • An agent writing about your own category can still be wrong about your business. Review is where that is caught, which is why it is a step and not a toggle.

Planned, not available yet

These are on the roadmap and are not part of the product today. They are listed so nothing above reads as more than it is.

  • Publishing straight from the product, to this publication or into your own CMS, is planned. Drafts leave the workspace as content you paste or export, and articles are submitted through the publishing side of the site.
  • Multiple named users, each with their own permissions, is planned. An account is one workspace today, so an approval is recorded against the account rather than against a person.

What these results are, and are not

Everything the product reports is a snapshot of the questions and engines that were tested, on the day they ran. AI answers change between runs, accounts and regions, so results vary and nothing here is a ranking. We do not guarantee that any engine will mention, recommend, cite or include you.

ModernTechLap measures and influences the evidence around a business; it does not control AI model outputs.

Common questions

Will an agent ever publish or send something as me?
No. The five agents draft only. Content, entity fixes, outreach messages and FAQs all wait in review until a person approves them, and the workspace keeps the version that was approved.
What do the agents write from?
The stored answers from your own question set: the questions you lose, the sources those winning answers cited, the claims engines associate with competitors and not with you, and the flags in Brand Brain. Each draft keeps that evidence next to it.
Can I publish straight from the product to my own site?
Drafts leave the workspace as content you paste or export into your own CMS. Publishing from the product into ModernTechLap is planned and is not available today.
Does a draft mean the content will get cited?
No. A draft built from the questions and sources in your own answers makes citation possible; it does not make it certain. Results are snapshots of the questions and engines that were tested, and they vary between runs.

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