Product reference

Everything Monroya does, in one place.

The AI visibility tool for answer engine optimization. Scan ChatGPT, Claude, Gemini, and Perplexity across the buyer journey — then turn every gap into a ranked, draft-ready action.

Updated: September 2026

Diagram of how Monroya works: scan four AI providers, diagnose gaps by buyer-journey stage, draft the asset, verify the lift
The loopScan, diagnose, draft, verify — every feature below is part of this loop.Tap image to zoom

In plain words

AI tools like ChatGPT do not give you a list of links. They tell someone an answer, and that answer usually names a few specific companies. If your company gets named, you were just picked. If it does not, you are invisible in a conversation about you, and you would never know it happened. Monroya watches those conversations, tells you what is actually being said, and tells you what to do about it.

Want to see it rather than read about it? View a live demo filled in with real data for a company everyone knows. Nothing to sign up for.

By capability

Scan

4-provider scanning

We ask ChatGPT, Claude, Gemini and Perplexity real buyer questions.

Each question is asked three times per assistant, because these tools do not always answer the same way twice. We are looking for a real pattern, not one lucky or unlucky answer.

Persona-framed prompts

Asked the way your buyer would actually ask.

The questions carry the buyer's situation, so the answers match what a real person would see rather than a generic query.

Weekly cadence

It keeps watching, instead of handing you one report.

AI tools and the sources they trust change over time. We re-ask every week so what you are reading is current.

Multi-domain tracking

Track more than one website or brand.

Each site gets its own results, so a second brand or a new product line does not blur the picture.

Diagnose

Buyer-journey matrix

Browsing, comparing and deciding, checked separately.

Those are three different moments, and a company can do well at one and be invisible at another. One overall score would hide which moment is the real problem.

Retention / churn risk

What AI tells your customers when they look for the exit.

Questions like "better alternative to you" and "how do I cancel" are tracked on their own, because that is a different problem from winning a new buyer.

Mention vs. citation

Being talked about is not the same as being picked.

Mentioned means AI said your name. Cited means AI linked to your site as the source. We keep them apart, because most tools count mentions and call it visibility.

Share of voice

How often you get named, out of all the answers we read.

Shown per buying moment, so you can see which one you actually own and which one someone else does.

Noise-aware deltas

We only call it a change when it really is one.

AI answers wobble run to run. Small moves inside that normal wobble are not flagged as good or bad news.

Monroya buyer-journey matrix showing mention rates by stage and provider, you versus competitors
DiagnoseThe buyer-journey matrix — where you're winning and losing, by stage and provider.Tap image to zoom

Draft

25+ asset formats

The page or post is written before you ask.

One click on any recommended action produces a first draft in your own voice, in the format that moment calls for.

Hallucination check

Every draft is checked for made-up facts.

Invented statistics and figures that cannot be traced to a source are flagged before you publish, not after.

Fresh-source retrieval

Any numbers come from sources pulled that day.

Figures are fetched with a date attached at the moment you draft, rather than recalled from something the model learned years ago.

Perplexity-optimized formatting

Written the way AI tools prefer to quote.

Direct answers, clear tables and visible sources, because that is the shape of content these tools reuse.

Monroya opportunity queue with ranked gaps, impact and effort scores, and a Draft button on each card
DraftEvery gap becomes a ranked card with a Draft button that writes the asset.Tap image to zoom

Verify

Progress + verified outcomes

Proof a fix actually worked.

When you mark something done, Monroya re-reads your page to check the change is live, then asks the same buyer questions again and shows the real before and after, with both dates. Recommendations then lean toward whatever is genuinely moving for you. Proof, not hope.

Page-level citations

Which of your pages AI uses, and which it ignores.

The exact web addresses each tool pulled from, plus what to change on the pages it skipped.

Source gap analysis

The sources AI trusts instead of you.

When an answer leaves you out, you see the pages it used instead and what it would take to be one of them.

Score tracking

Get told when your position moves.

Optional checks every two weeks or monthly, with what changed and the next thing to do.

Monroya progress page showing score movement against a rolling baseline after shipped opportunities
VerifyRe-scans measure lift against your baseline — proof the work moved the needle.Tap image to zoom

Distribute

Source discovery

The places AI keeps quoting in your category.

Forums, review sites, documentation, Reddit. You see which real sources feed the answers, with a suggested reply for each.

Reddit Gaps

Threads recommending a competitor but not you.

One of several source types we watch. Tick off the threads you join and Monroya waits for the AI answer that quotes them.

Learn more →
Executive briefing

A short weekly read, not a data dump.

What moved, what caused it, and the single next thing worth doing. Shareable by link.

Buffer push

Share a win in one click.

Leaderboard updates and milestones go straight to your connected Buffer queue.

Email-ready reports

Briefings that read well in an inbox.

The stage breakdown and the headline changes, formatted for email.

Monroya executive briefing showing competitor movement, citation sources across the web, and the next recommended action
DistributeThe weekly executive briefing — competitor movement and citation sources across forums, review sites, documentation, and editorial.Tap image to zoom
Reddit GapsDemo data
What are you all using for cross-team project tracking in 2026?
r/ProductManagement412168
AsanaLinearClickUpNot you
Monday.com vs Asana for a 60-person ops team — worth the price jump?
r/sysadmin23794
Monday.comAsanaNot you
Track the ones you reply to — and see when AI cites them.

Example view — demo data, one of several source types we monitor.

By outcome

  • Show up where buyers ask ChatGPT, Claude, Gemini, and Perplexity.
  • Know which competitor is eating your stage.
  • Turn gaps into publish-ready drafts.
  • Stop publishing fabricated stats.
  • Measure rescan lift against your baseline.
  • Engage the forums and threads feeding AI answers.

By use case

What's included at each plan

CapabilityStarter $79GrowthIntelligence
Tracked prompts51525
Manual scans / month2830
AI drafts / month1550150
4-provider scanning
Buyer-journey matrixYour company only
Automated weekly scans
Opportunity queueNot included
Reddit discoveryNot included
Executive briefing + share
Source gap analysisNot included
Site auditNot included1×/mo — top 3 pages3×/mo — every page
Reddit GapsNot includedTop 10 threadsFull access + Export
Page-level fix recommendationsNot includedPreview only
Page-level citationsNot included

Full plan detail and checkout live on pricing. Every plan starts with a 7-day free trial, no card until day 8. Not ready yet? Run the free AI visibility tool first — no signup.

What we deliberately don't do

Frequently asked questions

What is an AI visibility tool?
An AI visibility tool measures how often AI assistants mention and cite your brand compared to competitors. Monroya runs the same buyer prompts across ChatGPT, Claude, Gemini, and Perplexity so you can see where you appear — and where you don't — at every stage of the journey.
Which AI providers does Monroya scan?
ChatGPT, Claude, Gemini, and Perplexity. Every tracked prompt runs 3× per provider per scan so you get a mention rate, not a single coin-flip response.
What's the difference between a mention and a citation?
A mention is the AI saying your company name. A citation is a clickable link to your domain. Monroya tracks both separately — mention rate is the awareness signal, citation rate is the traffic signal.
What is answer engine optimization (AEO)?
Answer engine optimization is the practice of shaping the content AI assistants use to answer questions about your category. Monroya identifies the gaps, writes the assets, and rescans to confirm the lift.
Do I get the content, or just the recommendation?
Both. Every opportunity in the queue has a Draft button that produces a publication-ready asset in your brand voice — blog post, comparison page, FAQ block, Reddit reply, schema update, source-inclusion pitch, and 25+ other formats.
Which features are in the $79 Starter plan?
Starter ($79/mo) includes 4-provider scanning, the buyer-journey matrix for your own company, automated weekly scans, the Executive Briefing with shareable link, 15 tracked prompts, 2 manual scans/month, and 15 AI drafts/month. Growth adds the opportunity queue, Reddit discovery, Reddit Gaps (top 10 threads), source gap analysis, and competitor rows in the matrix. Intelligence unlocks Reddit Gaps in full with CSV export, page-level citations, and full site audits.
Who is Monroya built for?
B2B SaaS marketing teams, agencies managing multiple accounts, demand gen teams, product marketing, and SEO teams that need to bridge traditional search with answer engine optimization.

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