Prompt tracking

AI prompt tracking See where you appear, daily.

Ossvy runs your buyers' questions in six AI engines every day and records when you're mentioned, ranked and cited.

  • 500+ teams track AI visibility with Ossvy

    For brandsFor agencies

  • Tarnwell Bank
  • Lumevra Living
  • Kestrelbay
  • Quillon
  • Pinehollow Kitchen
  • Ravento
  • Sablecrest
  • Zelvarin
  • Brightmoor Health
  • Halcyra
  • Velloria
  • Ardenfold
  • Marrowgate Media
  • “Seeing exactly where we show up in front of potential customers, and automatically getting action recommendations where we don't, has made our process both faster and stronger.”

    Yunus MeranSEO & GEO Specialist

In short

Prompt tracking means asking AI engines the same set of buyer questions on a schedule and logging the answers. Ossvy does this daily for each prompt, engine and market, so you can see which questions you win, which you lose and how that changes after you publish.

  • Group prompts by topic, product line and buying stage.
  • Per-prompt results: mentioned or not, position, sources, tone.
  • Full answer history, so you can see exactly what changed.

Your prompt set

Every buyer question, in every engine, daily.

A prompt is a full question, like 'best accounting software for small businesses'. Ossvy tracks hundreds and keeps every answer.

  • Prompt list

    with visibility per prompt

  • Answer history

    every response, stored

  • Topic groups

    results by product and stage

What you get with prompt tracking

  • Daily runs in six engines

    Each prompt runs in ChatGPT, Gemini, Perplexity, Claude, Copilot and Grok on a fixed schedule.

  • Rank inside the answer

    See whether you are named first, in the middle of a list or not at all.

  • Stored full answers

    Read the exact answer text for any day and compare two dates side by side.

  • Tags and groups

    Organize prompts by product, persona, funnel stage or campaign and report on each group.

  • Country and language

    Run the same prompt in Turkish for Türkiye, Arabic for Saudi Arabia or English for the US.

  • Alerts on changes

    Get notified when you drop out of an answer or a competitor appears in your best prompts.

How it works

How prompt tracking works

  1. Step 1:

    Build the prompt set

    Import your own questions or pick suggestions from prompt research, then group them.

    Prompt research
  2. Step 2:

    Run and record

    Ossvy runs every prompt daily and scores mentions, rank, citations and sentiment.

    AI brand visibility
  3. Step 3:

    Compare and act

    Spot the prompts competitors win and see the sources that put them there.

    Competitor analysis

What prompt tracking doesn't do

Prompt tracking measures answers to the exact prompts you choose. It does not show every question real users type, and it measures a logged-out baseline rather than any one person's personalized answer. Use prompt research to choose prompts that reflect real demand.

Try it on your own brand

The free check shows how three AI engines answer about you, before you sign up.

Check my visibility

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FAQ

Prompt tracking FAQ

What is prompt tracking in AI search?

Prompt tracking is running a fixed list of questions in AI engines on a schedule and recording whether your brand appears in each answer, where and with which sources. It is the AI-search equivalent of keyword rank tracking. Ossvy's version covers six AI engines.

How many prompts should I track?

Most brands start with 50 to 150 prompts covering their main products, competitors and buying stages, then grow from there. Agencies usually track a smaller set per client. Prompt limits per plan are on the pricing page.

Where do good prompts come from?

From real demand: questions customers ask sales and support, 'People also ask' results, reviews, and Ossvy's suggestions based on your category. Prompt research shows which questions matter most.

Is a prompt the same as a keyword?

No. A keyword is a short search term; a prompt is a full question with context, such as budget, location or use case. One keyword can map to dozens of prompts, and AI engines answer each one differently. See prompt research.

Can I track the same prompt in different countries and languages?

Yes. Each prompt can run in several markets, for example in Turkish for Türkiye and in Arabic for the UAE, so you compare how engines answer in each place. More on market coverage.

Does Ossvy store the full AI answers?

Yes. Every answer is stored with its date, engine and cited sources, so you can read what an engine said on any day and see what changed. Share findings with reports.

Why not just check ChatGPT by hand?

Manual checks are slow, cover one engine at a time and are skewed by your own chat history. Answers also vary between runs, so a single check can mislead. Automated daily tracking gives a stable trend; compare it to manual tracking in spreadsheets.

What happens when I lose visibility on a prompt?

Ossvy flags the drop, shows which competitor took the spot and which sources the new answer cites, so you know what to fix. The fixes are prioritized in actionable insights.

Customer stories

Brands and agencies growing with Ossvy

“Seeing exactly where we show up in front of potential customers, and automatically getting action recommendations where we don't, has made our process both faster and stronger.”

Yunus MeranSEO & GEO Specialist