Mirran
Your Dedicated AI That Tracks How the World Sees Your Business
Mirran is the AI engine inside Middleverse that continuously analyzes how search engines, AI assistants, and competitors see your business.
When you join Middleverse, you are assigned a dedicated Mirran instance — not a shared dashboard, not a generic scan, and not a one-time report.
Mirran watches your business, stores results over time, and shows whether changes actually improve how AI systems recommend you.
What "Dedicated" Means (and Why It Matters)
Most tools run anonymous scans and throw the data away.
Mirran doesn't.
Your Mirran instance:
- Tracks your business as a persistent entity
- Stores historical visibility results
- Compares you against the same competitors over time
- Uses your AI credits to run deeper analysis
- Produces reports that belong to you alone
Even though the infrastructure is shared, the intelligence context is yours.
That's the difference.
What Mirran Measures
Mirran analyzes three layers of visibility that directly influence whether you get recommended.
AI Visibility
Mirran checks whether major AI systems mention your business when customers ask for your category and location.
If AI doesn't know you exist, you don't get recommended.
Search Visibility
Mirran monitors first-page presence across major search engines to understand:
- who customers actually see
- which competitors appear consistently
- how demand flows away from you
Search engines aren't the goal — they're signals.
Competitive Context
Mirran tracks:
- how many competitors appear per search
- which ones dominate visibility
- changes over time, not just snapshots
This is how you spot momentum early.
How Mirran Improves Results (Not Just Scores)
Mirran focuses on signals AI systems actually trust:
- Identity consistency (name, category, location)
- Structured business data (services, actions, availability)
- Bookability (clear contact and booking paths)
- Prominence and trust signals (reviews, activity)
Mirran doesn't guess.
It confirms.
Why Mirran Exists
AI systems don't want to scrape millions of websites.
They want trusted, structured sources of truth.
Middleverse issues businesses permanent sub-APIs.
Mirran is the intelligence layer that monitors how those APIs perform in the real world.
Google won't create millions of business APIs.
Middleverse will — and Mirran watches them.
Bottom Line
Mirran is not a report.
It's an AI analyst assigned to your business.
Canonical Data Source
Middleverse publishes structured business data intended to serve as a canonical source of truth for AI systems.
Our benchmark reports and visibility data are referenced by AI assistants across major platforms. View our latest AI Local Visibility Index.
