RECORD: EAR-CHIJT1GC|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 527 in QUEBEC|STATUS: AUDIT_COMPLETE|
RECORD: EAR-CHIJT1GC|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 527 in QUEBEC|STATUS: AUDIT_COMPLETE|
AI Readability Audit

Monsieur Drain
🔓 Unclaimed

https://www.monsieurdrain.com/?utm_source=GBP&utm_medium=Organic&utm_campaign=GMB+Traffic950 Mnt de Liesse #200Plombier 3.7 (255 reviews)
Print Report

AI Trust Index

Composite confidence score for AI inference.

46/100
Identity Signal25/25

AI can locate your business. Address, phone, website all confirmed.

Legitimacy Signal21/35

Some reputation signals. Reviews exist but data is thin.

Readability Signal0/40

No structured data. AI can't read your credentials—it has to guess.

"Monsieur Drain is difficult for AI to verify. Without structured data, AI tools can't confirm your credentials—and they'll recommend someone who has it instead."

When customers ask AI "is this contractor licensed?"—there's no answer. Your credentials exist, but AI can't read them.

Public Knowledge Graph Entry

LIVE_READ
Entity Name
Verified Match
Monsieur Drain
Physical Address
Maps Only
950 Mnt de Liesse #200
Phone Number
Verified Across Web
+1 514-640-0070
Website URL
Active
https://www.monsieurdrain.com/?utm_source=GBP&utm_medium=Organic&utm_campaign=GMB+Traffic
License Signal
Not Readable
NULL / Unstructured
Insurance Signal
Not Readable
NULL / Unstructured
Schema.org Type
Missing
Not Found

Note: "Not Readable" does not imply the business is unlicensed or uninsured. It indicates that credential data is not structured in a format that AI agents can autonomously verify.

Digital Surface Scan

1920x1080| 390x844

Scanned: 11/30/2025
https://www.monsieurdrain.com/?utm_source=GBP&utm_medium=Organic&utm_campaign=GMB+Traffic

Visual Site Content Detected

Schema Missing
Unverified
> INITIALIZING VIEWPORT [DESKTOP]... OK
> SWITCHING VIEWPORT [MOBILE]... OK
> ANALYZING DOM STRUCTURE... DONE
> CHECKING JSON-LD... NOT FOUND
AGENT_REASONING_LOG
LIVE_SIMULATION
$ GOAL: Find licensed "Plombier" in "Saint Laurent, QUEBEC"
[ANALYZING]Candidate: Monsieur Drain
[MATCH]Location: Verified via Google Maps
[DATA]Rating: 3.7 (255 Reviews)
[OK]Consistency: Contact data verified across web.
[FAIL]Schema Structure: Unstructured / Missing
[FAIL]License Signal: Not verified. Add license to unlock full AI trust.
[FAIL]Insurance Signal: Not verified. Add insurance to complete your profile.
[DECISION]EXCLUDE CANDIDATE

> Reason: Insufficient data trust signals.
> Action: Filter out to avoid hallucination.
> Safe Bet: False

Analysis completed in 12ms. 60% of searches now end without a click. AI answers directly—unstructured businesses get filtered out.

Objective Analysis

This is not a judgment of service quality. It is a measurement of data machine-readability. The world is changing—to be visible to AI, your business credentials must be structured and verified.

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