Track AI visibility. Ship what improves it.
Roman shows where your brand appears, which competitors win, and writes the content and page refreshes that win the answer.
Free 30-minute strategy call with Meet.
Acme holds 24.6% share of voice in AI answers — #2 of 9 brands, up 2.1 pt versus the prior period.
Acme is absent on 4 of 5 providers for three buying prompts, while Dealgrid, Pipewell, and Clientry are recommended. An owned comparison gives the engines a page to cite.
stackwise.co and softlist.com are cited in 9 answers where Acme is not named. Both pages have a listing or editorial path.
See who AI recommends most.
Roman tracks competitor mentions, citations, sentiment, prominence, and share of voice over time — across every major answer engine.
See what moved in AI answers, and why.
Roman lists drops first, then gains, each with the engine, competitor, or source behind it.
What moved in the selected range, ranked by impact.
Mostly on Gemini (80% → 20%). Dealgrid now appears in 83% of AI answers (was 50%).
Won on ChatGPT and
Perplexity.
Know which sources AI trusts.
See which pages, competitors, review sites, forums, and third-party sources shape AI answers — so you know exactly what to earn, refresh, or outrank.
See the exact pages AI cites for competitors.
Open any competitor to see its share of voice and every URL AI cited, by engine and prompt.
Every competitor, side by side
Visibility, share of voice, and citation rate for each rival in one table.
Filter to the pages that matter
Narrow cited URLs by page type, engine, or a single prompt.
The prompts behind each page
Click a URL to see every prompt whose answer cited it.
Get named on the pages AI already trusts.
Roman finds who to email, writes the pitch, sends from your Gmail, follows up, and sorts replies.
Cited third-party pages where inclusion outreach may improve answer-engine visibility.
stackwise.co/blog/best-crm-for-startups
dealgrid.com/comparisons/crm-alternatives
Sends and follows up
Four emails over 14 days from your Gmail. Approve each one, or let Roman send.
Sorts every reply
Replies are tagged by intent, with the next step already suggested.
Drafts replies to cited threads
Reddit and forum threads in your AI answers, with a reply drafted for you to post.
See which parts of your market you own.
Roman groups your prompts by topic during setup, then scores each group by engine against last week.
See monitorsKnow which article to write first.
Roman ranks article ideas from your AI answers by the gap each closes and who is asking.
Topic-cluster and competitor-citation content gaps mapped to the exact prompts they support, ranked by visibility opportunity.
Buying prompts resolve to Dealgrid-owned comparisons on 4 of 5 providers. An owned, honest comparison gives the engines something to cite.
Answer engines describe Acme’s automation vaguely or omit it. A direct answer page makes the capability retrievable.
Build the pages AI should cite.
Roman uses your product, competitors, positioning, and internal insights to create stronger pages — then publishes them to your CMS in one click.
Which CRM is best for early-stage startups?
How often your brand is mentioned
How often AI links to your site
How prominently you appear when cited
How positively AI describes you
| Provider | Share of voice | Visibility | Citations |
|---|---|---|---|
| 38% | 80% | 60% | |
| 31% | 60% | 40% | |
| 44% | 100% | 80% | |
| 22% | 40% | 20% | |
| 9% | 20% | 0% |
Measure what changed after shipping.
Track visibility, citations, share of voice, and Search Console movement after updates go live — so every page you ship is tied to a result.
Does Roman track real AI answers or API responses?
Roman tracks AI responses from the actual AI search surfaces people use, not just clean API outputs.
This matters because buyer-facing answers can differ from model APIs. Roman is built to monitor what shows up in real AI experiences, so your visibility data is closer to what prospects actually see.
Which AI tools does Roman track?
Roman tracks visibility across major AI answer engines like ChatGPT, Gemini, Perplexity, and Google AI Overviews.
You can see where your brand appears, where competitors show up, and which sources are shaping the answer.
How does Roman choose which prompts to track?
You can add your own prompts, or Roman can suggest them from real audience signals.
Roman can surface questions from Google Search Console queries, Reddit discussions, your product category, competitors, and buyer intent. This helps you track prompts that are closer to what people are actually asking, not just generic AI-generated questions.
What happens after Roman finds an AI visibility gap?
Roman turns gaps into actions your team can review.
That may include creating a new article, refreshing an existing page, improving a comparison page, strengthening a cited source, or building content around a prompt cluster.
How reliable is AI visibility tracking if AI answers keep changing?
AI answers can change, so Roman tracks movement over time instead of treating one answer as absolute truth.
You can monitor trends across prompts, competitors, providers, citations, and previous runs to see what is consistently changing.
Why did my visibility change?
The What changed feed names what sits behind each move: the engine that dropped you, the competitor that gained, or the source now cited most.
A prompt only shows a swing when at least six answers back it in both windows.
Does Roman email publications without us?
Only if you turn on Auto-send. On Auto-draft, every email waits for your approval.
Replies to discussion threads are drafted for you to post yourself.
Turn AI visibility into shipped work.
See the prompts, competitors, citations, and content actions that matter for your category.