Understand

AI visibility assistant

Ask in plain language and get an answer built from your own scan data: your fixes, your citation gaps, your plan, or a ready-to-send outreach draft.

  • Reads your scans, fixes, gaps, and reports
  • Answers built from your own data
  • Answers in seconds, by typing or voice

The problem

The answer is in your workspace. Finding it should not take a report.

Most questions about AI visibility are simple: what am I losing, what changed, what do I fix first. The assistant reads your own scan data through eleven defined tools and answers with your numbers — or drafts the outreach you ask for. Publishing and sending always stay with you.

11

workspace tools the assistant reads to answer from your data

Source: watchLLMs product

How it works

  1. 01

    Ask in plain language

    Type or dictate a question. There is no query syntax and no report builder to learn first.

  2. 02

    It reads your workspace

    The assistant pulls from your scans, fixes, tasks, citations, audit, geo results, analytics, reports, and brand facts.

  3. 03

    Act on the answer

    Ask for outreach to a cited site and get a subject, a body, and a paste-ready brand blurb.

Inside the product

What you get

Plain-language questions

No query syntax and no report builder — ask the way you would ask a colleague.

Reads eleven tools

Scans, fixes, tasks, citations, audit, geo, analytics, reports, and brand facts are all in reach.

Outreach on request

Ask for outreach to a cited site and get a subject, a body, and a paste-ready brand blurb.

Voice input

Dictate a question in the composer instead of typing it.

Traceable answers

Every answer is built from your workspace through defined tools, so it traces back to your data.

What makes it trustworthy

Your data, not the open web

Answers are built from your own scan results, so they are specific to your brand rather than generic advice.

Reads everything, drafts one thing

Eleven tools read your workspace and one writes an outreach draft. Publishing and sending stay yours.

Voice input

Dictate a question in the composer instead of typing it.

Your buyers already ask these three engines. The only question is whose name comes back.

ChatGPT

900M

weekly active users

The default first stop when buyers research software.

OpenAI, 2026
Gemini

900M

monthly active app users

Plus AI answers inside Google Search itself, in front of every searcher.

Momentic, 2026
Claude

245M

monthly active users

Its share of AI referrals to B2B sites jumped from 1.4% to 18.5% in eight months.

Stackmatix, 2026
Built for early-stage foundersWeekly scans on all three engines5 review platforms checkedProof at every stage: published, indexed, cited

Example walkthrough

How it plays out

  1. 01 · Before

    “What should I fix first?” would normally mean exporting three reports and a spreadsheet.

  2. 02 · The move

    The assistant read the latest scan and answered: the highest-severity open fix, the prompt, the competitor, and the supporting gap.

  3. 03 · After

    The follow-up — “draft outreach to that site” — produced a reviewed email in the same conversation.

An illustrative example using the sample Vellum HR workspace.

Questions

What can I ask it?
Questions like what are my fixes, where are the citation gaps, what changed this month, or draft outreach to g2.com.
Does it fix things for me?
No. It reads your data and writes drafts. Publishing a fix and sending an email stay your decisions.
Does it make things up?
It answers from your workspace through defined tools rather than from open-web recall, so an answer traces back to your data.
Is voice input required?
No. It is an option in the composer. Typing works exactly the same way.

The brands AI trusts today are the defaults it cites for years.

Find the prompts where AI sends your buyers to a rival, and close the gap before the answer sets.

ChatGPTClaudeGemini

No credit card.