RECORD: EAR-CHIJE1LQ|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 614 in QUEBEC|STATUS: AUDIT_COMPLETE|
RECORD: EAR-CHIJE1LQ|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 614 in QUEBEC|STATUS: AUDIT_COMPLETE|
AI Readability Audit

Mécanergie Inc
🔓 Unclaimed

http://www.mecanergie.ca/7032 Chem. de la Côte-des-Neiges #7032Plombier 3.6 (15 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 Signal16/35

Some reputation signals. Reviews exist but data is thin.

Readability Signal5/40

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

"Mécanergie Inc 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."

AI tools struggle to verify this business. Competitors with structured data will rank higher.

Public Knowledge Graph Entry

LIVE_READ
Entity Name
Detected
Mécanergie Inc
Physical Address
Maps Only
7032 Chem. de la Côte-des-Neiges #7032
Phone Number
Verified Across Web
+1 514-739-2451
Website URL
Active
http://www.mecanergie.ca/
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.mecanergie.ca

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 "Montreal, QUEBEC"
[ANALYZING]Candidate: Mécanergie Inc
[MATCH]Location: Verified via Google Maps
[DATA]Rating: 3.6 (15 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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