KAIRUM Agents

Give your content team more capacity.

Turn an opportunity into a brief, a draft or a specific improvement. Agents connects your audience’s questions with your brand context so your team can create, review and decide with clarity.

KAIRUM / AgentsFrom context to draft

AI visibility guide

Awaiting review

From context to draft

  1. Define the briefExplain how to start measuring a brand’s presence in AI responses.

    A specific question, an audience and an editorial goal. The brief defines what the content needs to answer.

  2. Gather contextKAIRUM methodology and guide

    Approved sources and brand facts support the work. Every claim should be open to review.

  3. Prepare the proposalArticle with an introduction, criteria and next steps

    The content takes shape as an article, an improvement or an answer. The proposal preserves its goal and references.

  4. Review the versionAwaiting review

    Your team reviews the text and changes before deciding what comes next. Publishing requires an agreed destination and permissions.

Content preview
KAIRUM / Agents

How to measure your brand’s visibility in AI

Start with a question your audience might actually ask. The analysis combines responses, brand mentions and available sources.

Define what you want to observe

Choose a category and a set of questions. Preserve the observation’s context and return to the responses before interpreting a change.

KAIRUM methodology

Analytics product page

Awaiting review

From context to draft

  1. Define the briefExplain what Analytics helps observe and why it matters to the team.

    A specific question, an audience and an editorial goal. The brief defines what the content needs to answer.

  2. Gather contextPublic Analytics page and methodology

    Approved sources and brand facts support the work. Every claim should be open to review.

  3. Prepare the proposalProposed copy and differences to review

    The content takes shape as an article, an improvement or an answer. The proposal preserves its goal and references.

  4. Review the versionAwaiting review

    Your team reviews the text and changes before deciding what comes next. Publishing requires an agreed destination and permissions.

Content preview
KAIRUM / Agents

A clearer description of Analytics

Understand where your brand appears, which alternatives it is compared with and which sources are cited in the analyzed responses.

From signal to decision

Connect each reading to its question and evidence. Your team can review topics that need more context and decide which content to work on.

KAIRUM methodology

Mentions, citations and visits

Awaiting review

From context to draft

  1. Define the briefAnswer recurring questions about interpreting AI visibility.

    A specific question, an audience and an editorial goal. The brief defines what the content needs to answer.

  2. Gather contextKAIRUM signal guide and methodology

    Approved sources and brand facts support the work. Every claim should be open to review.

  3. Prepare the proposalQuestions and answers with references

    The content takes shape as an article, an improvement or an answer. The proposal preserves its goal and references.

  4. Review the versionAwaiting review

    Your team reviews the text and changes before deciding what comes next. Publishing requires an agreed destination and permissions.

Content preview
KAIRUM / Agents

Is a mention the same as a visit?

A mention means a brand appears in a response. A citation points to a linked source. A visit requires a person to reach the website.

What should you review first?

Read the question, response and available links. Separating these signals helps explain what was observed and what still needs to be measured.

Mentions, citations and visits

From brief to proposal, with context and your team’s review.

More context to create. More clarity to review.

A specific opportunity

Start from a question, a finding or a page that needs more clarity. The content has a purpose before the writing begins.

Your brand context

Facts, sources and voice guidelines inform the proposal. Your team has a shared reference for assessing what it says and how it says it.

Visible changes

Compare the current text with the proposal and understand what was added or rephrased. Reviewing an improvement is clearer when its scope is visible.

Your team decides

The draft arrives for review with its references. The version, destination and permissions are agreed before moving ahead with publication.

Choose the work

A starting point for every piece of content.

A new idea, a page that needs more depth and a recurring question call for different work. Define what you want to prepare and for whom. The brief organizes the approach, required sources and the result your team expects to review.

New content

Develop a topic around a central question, a structure and sources your team can review.

Explore workflow

Content improvement

Work on an existing page, clarifying its purpose and making the differences between versions visible.

Explore workflow

Frequently asked questions

Prepare direct answers to your audience’s questions, with enough context to support each explanation.

Explore workflow
Add context

Your brand has a voice. And facts behind it.

A useful proposal needs to understand your product, your audience and the limits of what you can claim. Brand Hub brings together the context that guides the work: approved documents, messages and facts that give each draft a shared foundation.

Brand Hub

KAIRUM context

Voice and audience
Clear language for marketing and content teams. Explain what is observed and how to interpret it.
Product facts
Presence, narratives and sources are different signals. Each reading needs its question and context.
Editorial criteria
Support claims with evidence and distinguish an observation from a business result.
Review the proposal

Understand each change before moving ahead.

The proposal starts a review. Read the original, compare the new version and return to the sources. Your team retains judgment over the accuracy, voice and destination of the content that represents your brand.

Analytics descriptionAwaiting review
Proposal

A clearer description of Analytics

Analytics connects presence, narratives and sources to understand how your brand appears in AI responses. Review the questions, mentioned alternatives and citations behind each reading.

Analytics product page
Original

A clearer description of Analytics

Analytics helps you understand your brand’s presence in AI responses.

What changes and why

The proposal names the signals being observed and what the team can review. It replaces a general description with an explanation of the work, without promising an improved position.

OriginalAnalytics helps you understand your brand’s presence in AI responses.

ProposalAnalytics connects presence, narratives and sources to understand how your brand appears in AI responses. Review the questions, mentioned alternatives and citations behind each reading.

A specific version to review with your team.

From review to the next step.

Agree on the goal, sources and who reviews the content. Delivery depends on the channel and available permissions; the team approves the version before publication.

Frequently asked questions

A little more
context.

Do agents publish on their own?

Every proposal requires your team to review a specific version. The channel, destination and permissions are agreed before publishing; when that step is not defined, the draft is delivered for review.

How is the content destination defined?

The channel, permissions and publishing criteria are agreed with your team. Every change requires a reviewed version and a defined destination.

Does Agents replace Action Center?

Action Center organizes priorities and owners. Agents focuses on preparing and reviewing the content associated with that work.

How is a proposal organized?

First, brand context and its sources; then the draft and comparison with the original; finally, your team's review.

Let's talk about your brand

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