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The AI visibility toolkit for your agent

Find out where AI recommends your rivals and why.Your agent can ask fresh questions, read the pages AI cites, and spot patterns across thousands of answers.

Works withClaudeClaude CodeChatGPTCodexCursorOpenCodeand other MCP agents.

How often does AI mention Grafana?

Using Parse…Used Parse · Nov 12, 2026

AI mentioned Grafana in 11,801 answers over the last 90 days. Of its main rivals, only Datadog appeared more often.

  • Datadog14,143
  • Grafana11,801
  • Prometheus7,451
  • New Relic6,848
  • Dynatrace5,853

Ask a follow-up

Parse

Inside the Parse Index

4.1M+4.1M+ AI answers

46M+46M+ citations and 830K+830K+ brands

  • ChatGPT
  • Google AI Mode
  • Perplexity
  • Parallel
  • You.com
  • Tavily
  • Exa
  • Linkup

Try asking

  • “Ask ChatGPT and Google AI Mode the same question. Who does each recommend?”
  • “Which pages list our rivals and leave us out?”
  • “How often does AI call us expensive? Show me the quotes.”
  • “What changed for our brand this week?”

Where are we losing, and what should we write to fix it?

Write one page that answers the objection AI keeps raising about Notion as a help center.

brief.md · Nov 12, 2026+3 more rows

TopicCustomer-facing knowledge base
Last 28 daysAI mentioned Notion in 69% of answers and listed it first in 2%.
Held byDocument360 82%, Help Scout 71%

Which pages should we get onto, and who do we write to?

Three editors to write to first. The note for the roundup that leaves you out is drafted.

outreach.csv · Nov 12, 2026+1 more rows

PageCitedLists NotionContact
Best knowledge base software for small teams20 timesYesSite email
5 best knowledge base software options for SaaS11 timesNoCorrections form

Who do we lose to when AI compares us, and why?

You lose on task tracking, not on docs. Show the tracker.

battlecard.md · Nov 12, 2026+2 more rows

AgainstWonLost
ClickUp66217
Linear29250

We got listed on that roundup. Did it change anything?

Fieldset appears about as often in answers that cite the roundup as it does across the topic.

placement.md · example brand+2 more rows

PageA “best team knowledge base” roundup that lists Fieldset
CitedIn 90 answers on 36 questions, 90 days
Where it is citedFieldset named in 46%, give or take 15

How visible are we in each of our markets, and where is that going?

Knowledge bases are safe. Project management needs attention.

markets.md · Nov 12, 2026+2 more rows

MarketJuneNovember
Knowledge base and wiki68%82%
All-in-one collaboration59%61%

Did our AI visibility grow this month, and is that real?

AI visibility grew this month: up 21.1 points on the same questions, beyond noise.

growth.md · Nov 12, 2026+1 more rows

MonthNamedOn the same questions
September69%Down 6.8, beyond noise
October60%Down 8.3, within noise

We are shipping a page for this topic. Tell me if it works.

Too early to call, and week to week will not tell you.

launch.md · Nov 12, 2026+1 more rows

BaselineNamed in 84%, over 115 questions
Your pages citednotion.com 413 times, /product/wikis 72
Weekly moves beyond noise0 of 13

Set this client up, and write me the report every month.

A steady month for the client, with one thing to fix.

report.md · Nov 12, 2026+2 more rows

StandingNamed in 87%, recommended in 81%, first in 31%
Against rivalsConfluence 47%, Guru 42%, Document360 31%
MovedNothing beyond noise. Enterprise wiki with Jira integration up 13, within it

How does AI treat us against our rivals, and why?

AI mentioned Notion in 87% of answers on its 15 largest topics, but only 69% on customer-facing knowledge bases.

standing.md · Nov 12, 2026+2 more rows

NamedIn 87% of 727 answers, on its 15 largest topics
By engineGoogle AI Mode 92%, ChatGPT Search 81%
Weakest topicsContent verification 61%, customer-facing knowledge base 69%

How it works

1See who leads

Start with one buyer question. See which brand AI names most often.

  1. 1. See who leads. Start with one buyer question. See which brand AI names most often. The map shows one question, “What’s the best software for a customer help center?”, with Northwind named first.
  2. 2. Find questions you could win. Fieldset leads on internal wikis. Northwind leads on customer help centers. The map pulls back to the Team knowledge bases market, each topic held by the brand AI names most, with customer help centers ringed.
  3. 3. Decide what to write or pitch. Read what AI says about your rival. Use the answers and cited pages to draft a pitch or update a page. Two agents work at the edge of customer help centers: drafting content, preparing outreach and suggesting page edits.
  4. 4. See where you gained ground. Follow the same questions over time. See which ones you now lead on and which are still open. Over three months Fieldset comes to lead most of the topic’s questions, a few stay Northwind’s, and the map pulls back to the markets around it.

Explore the toolkit

Trusted by leading marketing teams

Soar
Airwallex
Anker
Lead Dyno
Lifetise
Smartlook
Track Insight
Treecard
True Classic
Voodoo

How Soar went from 22% to 57% of AI answers

We tracked two questions about agencies. By September, AI mentioned Soar most often.

15 pointsAhead of the next agency
53% of answersCited Soar’s website

Soar and Parse share an owner.

Read the case study
Mentioned in answers, Aug 10 to Sep 8
  1. Soar56.7%
  2. Qadly39%
  3. The Community Agency22.8%
  4. Advant Technology18.3%
  5. Growth Marketing Pro41.7%
  6. Community Boost18.3%

Start free. Pay for what you use.

Looking up a brand is free. A new workspace starts with $5 of credit for deeper research and daily tracking, and you add more as you go: $5 the first time, then from $20.

  • Research a market

    Which brands AI mentions on each topic, and how often.

    About $0.05

  • Find pages to pitch

    The pages AI cites that leave you out, and who to write to.

    About $0.03

  • Track a set of questions

    20 questions, asked again every day for a month.

    About $6.00

At today’s prices, from the examples above.See pricing

Questions

  • Your agent can ask the same question across AI engines, compare the answers with a year of history in the Parse Index, and read the pages each answer cites.

  • ChatGPT and Google AI Mode. Parse asks both the same buyer questions and keeps every answer. On a free brand, the topics you add are asked on ChatGPT only.

  • Looking up a brand is free, with no account. A new workspace starts with $5 of credit: a search costs 0.5¢, a full answer’s text 0.2¢, and a question tracked every day $0.01 a day. You add credits when you need them, $5 the first time and then from $20, and your agent spends within a daily limit you set.See pricing

  • Look up your brand on this page, or connect your agent: Claude, Claude Code, ChatGPT, Codex, Cursor, OpenCode or any agent that can use MCP. The first time it uses Parse it asks you to sign in, and that makes your workspace.See the setup steps

What do you want to know about your market?