Track every buyer prompt grouped by topic, scored by AI

The Prompts tab lists the buyer questions Proofsource tracks for your brand, grouped by topic, with mention rate, rank, citations and sentiment for each. Tag prompts, flip between a Visibility and a Sentiment view, choose the columns you need, search topics and export. A ring shows how many prompts your plan uses. For marketers who want to know exactly which questions they win and lose.

Driffle's tracked topics and prompts, sample data.

Prompt tracking by topic, in short

The facts, ready to quote.

Grouped by
Topics, each with its buyer prompts
Columns
Mention rate, rank, citations and sentiment; choose which show
Views
Toggle between Visibility and Sentiment
Organize
Tag prompts and search topics
Usage
A ring shows prompts used of your plan's limit
Lists and export
Every tracked prompt with its run count; topic data downloads as CSV

AI prompt tracking, explained

AI prompt tracking means asking AI engines the same buyer questions on a schedule and recording how they answer. A prompt is the question a buyer would type, such as "best AI note taker for sales teams" or "Otter alternatives for small teams". It is the AI search equivalent of a tracked keyword.

Prompts are most useful grouped into topics that match how you sell: pricing, integrations, alternatives, use cases. Topic-level numbers show where you are strong; prompt-level numbers show the exact question to fix. Sentiment per prompt matters too: being named in a negative context is not a win.

Proofsource keeps a focused set of high-value buyer questions, grouped by topic, and shows mention rate, rank, citations and sentiment for each. You can tag prompts, switch the whole table to a Sentiment view, pick columns, search, and export. Settings lists every tracked prompt with how many times it has run, and a ring shows how many of your plan's prompts you are using.

How it works

Track your buyer questions grouped by topic, with mention rate, rank, citations and sentiment per prompt, tags, custom columns and export.

  1. Start with suggested prompts

    Proofsource proposes buyer questions grouped by topic from your site and category.

  2. Tag and organize

    Tag prompts by funnel stage, product or campaign.

  3. Read the scores

    Mention rate, rank, citations and sentiment for each prompt and topic.

  4. Shape the view

    Switch Visibility or Sentiment, pick columns, search topics.

  5. Export

    Download topic data for reports.

See it in the product

Screens from the Proofsource app, drawn with sample data for an example brand.

How many prompts your plan uses.

Every capability, live today

6 shipped capabilities behind prompt tracking by topic, each in the product now.

Prompts tab

Tracked topics and prompts with mention rate, rank, citations and sentiment columns.

Tags and view toggle

Tag prompts, toggle a Visibility or Sentiment view, and search topics.

Column customizer

Choose which columns show.

Prompts export

Export topic data.

Quota ring

Shows how many prompts you use of your plan's limit.

Tracked prompts list

Every tracked prompt with its run count.

Who it is for

Product marketer

Find the question you lose

Sort by mention rate to find the bottom-of-funnel prompt competitors win.

SEO manager

Run it like keyword tracking

Tag prompts by funnel stage and report on them like keyword groups.

Brand manager

Watch tone per question

Switch to the Sentiment view to see questions where AI names you negatively.

Why it matters

Exact questions

See the specific buyer question to fix, not just a topic average.

Visibility and tone together

Mention rate and sentiment for the same prompt.

Your columns

Show what you need and hide the rest.

Clear usage

Always know how many prompts you are using.

ChatGPTPerplexityClaudeGoogle AI OverviewsGoogle AI ModeGeminiMicrosoft CopilotGrokDeepSeekMeta AI

Prompt tracking by topic: Proofsource and other tools

Prompt tracking is the foundation of every AI visibility tool. Here is how each platform describes theirs.

From each company's own public pages, read Nov 2, 2026. “Not listed” means we did not find it on their public pages; it may exist. Corrections: hello@proofsource.co.
CapabilityProofsourcePeec AIScrunchAhrefsOtterly.AISE RankingSemrush
Prompts grouped by topicYesTopics with prompt-level scoresYesAdd own prompts and organize with tagsSourceYesUnlimited topic tracking on all plansSourceYesTopics with nested tables for quick previewsSourceNot listedYesPrompts grouped into topics with metrics per topicSourceYesDaily visibility and average position for custom promptsSource
Tag promptsYesTags plus topic searchYesBranded vs non-branded and intent: informational, transactional, commercialSourceYesTopics, tags, models and funnel stages attach to promptsSourceYesTag prompts by topic, funnel stage or campaignSourceYesBranded, non-branded, funnel tagsSourceNot listedNot listed
Sentiment per promptYesSentiment column and Sentiment viewYesPositive, neutral, negative tone when brand is mentionedSourceYesMeasures sentiment of brand mentions in answersSourceYesBrand sentiment across AI answers and aspects shaping the narrativeSourceYesEnthusiastic, caveated or dismissive; competitor benchmarkingSourceYesNet sentiment per metric; positive, negative or inaccurate mentions with contextSourceYesPositive or neutral sentiment tracking with sentiment trends over timeSource
ExportYesTopic data as CSVYesOn all plansSourceNot listedYesExport data across Brand Radar; formats not statedSourceYesExport for stakeholder reportsSourceYesCopy table to clipboard; download CSVSourceYesExport report tables to CSV, listed for some toolsSource
Mention rate and rank per promptYesMention rate and rank columns for every tracked prompt.YesCore metric: where brand ranks in answersSourceYesBrand presence, performance and position across LLMsSourceRelatedHow often brand name appears in AI answer textSourceYesMentions, coverage rate, average positionSourceYesRanking position of brand within AI answersSourceYesDaily visibility and average position for custom prompts, part of Position TrackingSource
Citations per promptYesA citations column on each prompt in the Prompts tab.YesDomains and URLs AI cites: G2, Reddit, news, editorialSourceYesSee which sources AI cites; citation analysisSourceYesWhich URLs AI cites when it mentions tracked brandsSourceYesDomains and URLs cited in AI answers, checked daily, position changesSourceYesDomains and URLs cited in AI answers with coverage and answer countsSourceYesReports list top cited domains and pages, usable as outreach targetsSource
Choose your own columns and viewsYesA column customizer picks which columns show.Related80 widgets, shareable with team or public linksSourceRelatedRedesigned shareable, customizable charts for presence, citations, sentimentSourceRelatedSave brands, filters and custom prompts for laterSourceNot listedNot listedNot listed

Where each of them shines

Peec AI

Peec suggests prompts with search volumes and classifies branded versus non-branded automatically. Compare in full

Scrunch

Scrunch offers large industry prompt libraries and bulk prompt management. Compare in full

Ahrefs

Ahrefs pairs custom prompts with an index of hundreds of millions of tracked prompts. Compare in full

Otterly.AI

Otterly's prompt research finds prompts from a keyword, brand name or URL. Compare in full

SE Ranking

SE Ranking prioritizes prompts by intent and funnel stage, decision stage first.

Semrush

Semrush's prompt database powers research with volume, difficulty and intent. Compare in full

Questions about prompt tracking by topic

What is a prompt in AI visibility?

A buyer question asked to AI engines, like a tracked keyword in SEO. Proofsource asks each prompt on a schedule and records how engines answer.

Which engines answer my prompts?

Up to 10 AI engines: ChatGPT, Perplexity, Claude, Google AI Overviews, Google AI Mode, Gemini, Microsoft Copilot, Grok, DeepSeek and Meta AI, depending on your plan.

How many prompts should I track?

Fewer, high-value questions work best. Proofsource starts with a focused set grouped into topics, and you can add more within your plan.

Can I see sentiment per prompt?

Yes. Each prompt has a sentiment column, and the Sentiment view switches the whole table.

Can I hide columns I do not use?

Yes. Use the column customizer to choose which columns show.

Can I export prompt data?

Yes. Topic data exports as CSV.

Try it on your own brand.

Proofsource is live: scan your brand and see prompt tracking by topic at work with your own answers, competitors and sources.

100 answers. 25 Prompts/Question. Top AI engines. Free.ChatGPTPerplexityClaudeGoogle AI OverviewsGoogle AI ModeGeminiMicrosoft CopilotGrokDeepSeekMeta AI