Answers that name a competitor

What you’re looking for is generally called AI search visibility / GEO (Generative Engine Optimization) tracking. The key is to track not just whether ChatGPT mentions your company, but the exact prompt, position in the answer, competitors mentioned, and citations/sources.

My shortlist

• rankscale.ai — probably the closest match to your question. It explicitly tracks where your brand appears in ChatGPT answers, competitor positions, citations, prompt-level visibility, and region. Rankscale.ai
• tryprofound.com — my pick for a larger company/enterprise. It goes deeper into prompts, citations, sources, competitors, and AI-search analytics. Current comparisons describe it as the enterprise-oriented option. Bloomiro Tomek Sikora
• peec.ai — good middle ground for marketing teams. It emphasizes competitive benchmarking and measuring how prominently your brand appears in AI answers. Conbersa
• otterly.ai — a cheaper/easier starting point for monitoring mentions across ChatGPT and other AI engines. Bloomiro
• ahrefs.com — useful for a quick, free baseline. It checks how your brand appears across ChatGPT, Gemini, Perplexity, Copilot and Google AI Overviews. Ahrefs

One important distinction

There isn't really a universal “ChatGPT ranking #7” equivalent to a Google SERP position. ChatGPT generates answers rather than returning a fixed ranked list, and the output can vary between runs.

So I'd track metrics like:

That distinction matters because “Are we mentioned?” and “Where do we rank?” are different measurements. AnswerMonk Rankscale.ai

If your specific requirement is: “Give me a list of 100 questions my customers ask, run them through ChatGPT every week, tell me whether my company appears, exactly where it appears in each answer, who beats us, and what sources ChatGPT used” — I'd start by evaluating Rankscale and Profound, then compare them with Peec.

If you tell me your company, industry, and roughly how many prompts you want to track, I can recommend the best tool and lay out exactly how I'd set up the tracking.

Yes. This is now a fairly well-developed category, usually called AI visibility, GEO (Generative Engine Optimization), or answer-engine optimization.

The important distinction is that there are really two things you may want to measure:

1. Brand/product mentions — how often ChatGPT, Gemini, Perplexity, Claude, etc. mention your product, and how they describe it.
2. Citations/sources — how often your website/product pages are actually cited, and which third-party sites are influencing the AI's answer.

Platforms worth looking at

• peec.ai — probably the closest match to what you're describing. It tracks mention frequency, position, sentiment, competitors, and the sources/citations behind AI answers. It can also show the prompts that drive mentions. Peec AI Peec AI
• tryprofound.com — particularly strong for enterprise-level analysis. It tracks visibility, citations, sentiment, share of voice, positioning, and the actual prompts/responses being monitored. Profound Help Center Profound
• otterly.ai — good if you want broad coverage across ChatGPT, Google AI Overviews/AI Mode, Perplexity, Gemini, Claude, and Copilot. It reports both brand mentions and domain citations, down to individual prompts. Otterly AI Otterly AI

The "context" part is especially interesting

For example, rather than just telling you:

Your product was mentioned 137 times.

A good platform can tell you something closer to:

And then you can see which URLs the AI cited to arrive at that answer.

Profound, for example, explicitly analyzes how AI describes a brand, including recurring themes/narratives, while Peec tracks sentiment, position and the sources influencing the answer. Profound Peec AI

One particularly useful distinction from Peec is "brand mention" vs. "source citation." Your site can be used as a source even when the AI doesn't explicitly mention your brand. Peec AI

If you're evaluating this for your own product

I'd compare Peec vs. Profound vs. Otterly based on one question:

Do I want an SEO-style dashboard, or do I want to understand the actual narrative AI is constructing about my product?

If the latter is what you're after, I'd prioritize a tool that lets you inspect the individual prompt → AI response → mention → citation → context chain, rather than just giving you an "AI visibility score."

If you tell me what your product is and whether you're interested primarily in ChatGPT, or all AI search engines, I can also recommend the best platform for your use case and explain what data you'd actually get from each.

Yes. There’s now a fairly mature category of software for this, usually called AI search visibility tracking, LLM rank tracking, GEO tracking, or AEO tracking.

The important distinction is that these tools generally don’t track a fixed “position” like Google does. Instead, they repeatedly send the same prompts to ChatGPT, Perplexity, Gemini, Claude, etc., save the responses, and calculate things like:

• Whether your brand/page was mentioned
• Which URL from your site was cited
• Where you appeared in the answer
• Which competitors appeared above/beside you
• Citation/share-of-voice percentage
• Changes in visibility over time
• Historical snapshots of the actual AI response

For example, Rankability says it captures mentions, citations, position, competitors, and snippets of the actual ChatGPT response over time, including a citation-history heatmap. Rankability

Tools I'd look at

For instance, Indexly explicitly offers daily snapshots and a diff view across days/weeks/months, including when a page's position changes. Indexly Jasno archives every response and citation URL to construct a week-by-week visibility history. Jasno

But there's an important wrinkle

If by "historical rank tracking of my pages" you mean:

For each page on my website, show me that /blog/foo was cited in ChatGPT 17% of the time in January, 24% in February, then fell to 8% in March, and tell me which competitor pages replaced it.

Yes, some tools are getting close to exactly that.

But most products are still fundamentally prompt-centric rather than URL-centric. They start with:

"Track these 100 prompts"

and then report which brands/domains/pages appear in the resulting answers.

That's different from a Google Search Console-style:

"Here are all 4,000 pages on my site and their historical AI-search visibility."

The latter is still much less standardized.

Rankscale, for example, explicitly tracks cited URLs/domains, answer snapshots, citation share and competitor movement over time. Rankscale.ai Genwolf similarly advertises full answer history plus daily monitoring of mentions, citations and source domains. Genwolf

If you're evaluating these for SEO/GEO work

I'd specifically look for these five capabilities rather than just "AI visibility score":

1. Historical answer snapshots — can you see what the AI actually said six months ago?
2. URL-level citation history — not merely whether your brand appeared.
3. Prompt-level history — same prompt repeatedly measured so changes are meaningful.
4. Competitor URL substitution — your page disappeared → competitor page appeared.
5. Export/API access — so you can build your own page-level historical database.

That last point is particularly important if you're trying to understand which individual pages are winning citations, rather than simply monitoring your company's overall AI share of voice.

If you tell me roughly how many pages you have (e.g. 100, 10k, 1M) and whether you're primarily interested in ChatGPT, Google AI Overviews/AI Mode, Perplexity, or all of them, I can narrow this down to the 3–5 products that actually fit your use case and compare their historical/page-level capabilities.

If by "historical rank tracking of my pages" you mean:

For each page on my website, show me that /blog/foo was cited in ChatGPT 17% of the time in January, 24% in February, then fell to 8% in March, and tell me which competitor pages replaced it.

Yes, some tools are getting close to exactly that.

But most products are still fundamentally prompt-centric rather than URL-centric. They start with:

"Track these 100 prompts"

and then report which brands/domains/pages appear in the resulting answers.

That's different from a Google Search Console-style:

"Here are all 4,000 pages on my site and their historical AI-search visibility."

The latter is still much less standardized.

Rankscale, for example, explicitly tracks cited URLs/domains, answer snapshots, citation share and competitor movement over time. Genwolf similarly advertises full answer history plus daily monitoring of mentions, citations and source domains.

If you're evaluating these for SEO/GEO work