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.

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, 5 tracked prompts, 2 manual scans/month, and 15 AI drafts/month. Growth adds the opportunity queue, Reddit discovery, executive briefing, source gap analysis, and competitor rows in the matrix.

Product reference

Everything Monroya does, in one place.

Scanning, buyer-journey tracking, the opportunity queue, drafts you can trust, and verified outcomes — the full capability list with what's included at each plan.

Updated: July 2026

Capabilities

Monroya measures how AI assistants describe your category, turns each gap into a ranked action, and writes the asset that closes it. Every capability below is part of the product today.

4-provider scanning

ChatGPT, Claude, Gemini, Perplexity — every scan.

Each tracked prompt runs 3× per provider per scan. One response isn't data, it's a coin flip. Three runs gives you a mention rate you can act on: "you appeared in 7 of 9 ChatGPT responses."

Persona-framed prompts

Scanned the way a buyer actually asks.

Every prompt is prefixed with buyer context before it hits a provider — "I'm a VP Marketing evaluating options in this category." Scanning cold produces results no real buyer would ever see.

Buyer-journey matrix

Discovery, Evaluation, Decision — you vs. every competitor.

Stage-by-stage, provider-by-provider. You see exactly which stage you're losing, to whom, and where. That's the chart that goes in the board deck.

Mention vs. citation

Two signals, tracked separately.

Being named and being linked are different outcomes with different implications. Citation rate is the traffic signal; mention rate is the awareness signal. Most tools blend them. We don't.

Opportunity queue

A ranked list of what to fix, not a dashboard.

Every gap becomes a card ranked by citation impact, with the specific page to edit, the expected timeline, and the buyer stage it affects.

Drafts on demand

The content is written before you ask.

Click Draft on any opportunity and get a finished, journey-stage-calibrated asset in your brand voice across 25+ formats — question headings, 40–60 word answer blocks, FAQ schema, inline citations.

Hallucination check

Every draft is fact-screened.

Invented stats, made-up version numbers, fake customer counts — flagged before you ship instead of silently published.

Fresh-source retrieval

Stats pulled the moment you draft.

Stats-heavy assets retrieve fresh, dated sources at draft time rather than from a stale training set, so every number is one a buyer can verify.

Prompt improvement engine

Underperforming prompts get rewritten.

When a tracked prompt stops surfacing you, Monroya generates and tests richer variants, then promotes the version that earns the citation.

Reddit discovery

The threads AI keeps citing.

Monroya surfaces the Reddit discussions feeding provider answers in your category, with upvote and comment context, plus a reply draft you can post.

Site audit + page-level citations

Which of your pages AI cites — and which it ignores.

Per-page fix recommendations and the exact URLs each model pulled from when answering about your brand or category.

Executive briefing

A weekly read, not a data dump.

Automated weekly scans roll into a shareable executive briefing: what moved, what caused it, and the single next action worth taking.

Progress + verified outcomes

Follow-up scans confirm it worked.

Ship an opportunity and Monroya re-scans to measure the lift against a rolling baseline, then re-weights future recommendations toward what's actually moving your score.

What's included at each plan

Capability	Starter $79	Growth	Intelligence
Tracked prompts	5	15	25
Manual scans / month	2	8	30
AI drafts / month	15	50	150
4-provider scanning	✓	✓	✓
Buyer-journey matrix	Your company only	✓	✓
Automated weekly scans	✓	✓	✓
Opportunity queue	Not included	✓	✓
Reddit discovery	Not included	✓	✓
Executive briefing + share	Not included	✓	✓
Source gap analysis	Not included	✓	✓
Site audit	Not included	1×/mo — top 3 pages	3×/mo — every page
Page-level fix recommendations	Not included	Preview only	✓
Page-level citations	Not included	—	✓

Full plan detail and checkout live on pricing. Every plan starts with a 7-day free trial, no card until day 8.

What we deliberately don't do

Frequently asked questions

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.
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, 5 tracked prompts, 2 manual scans/month, and 15 AI drafts/month. Growth adds the opportunity queue, Reddit discovery, executive briefing, source gap analysis, and competitor rows in the matrix.