RECORD: EAR-CHIJGSC0|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 1436 in ONTARIO|STATUS: AUDIT_COMPLETE|
RECORD: EAR-CHIJGSC0|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 1436 in ONTARIO|STATUS: AUDIT_COMPLETE|
AI Readability Audit

First Refrigeration Engineering Ltd
🔓 Unclaimed

https://www.firstrefrigeration.ca/80 Nashdene Rd Unit C61, Scarborough, ON M1V 5E4, CanadaHVAC contractor 4.8 (30 reviews)
Print Report

AI Trust Index

Composite confidence score for AI inference.

44/100
Identity Signal25/25

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

Legitimacy Signal14/35

Weak social proof. AI has little to verify you're active and trusted.

Readability Signal5/40

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

"First Refrigeration Engineering Ltd 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
First Refrigeration Engineering Ltd
Physical Address
Maps Only
80 Nashdene Rd Unit C61, Scarborough, ON M1V 5E4, Canada
Phone Number
Mismatch Risk
+1 416-298-8982
Website URL
Active
https://www.firstrefrigeration.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.firstrefrigeration.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 "HVAC contractor" in "Scarborough, ONTARIO"
[ANALYZING]Candidate: First Refrigeration Engineering Ltd
[MATCH]Location: Verified via Google Maps
[DATA]Rating: 4.8 (30 Reviews)
[WARN]Consistency: Discrepancy in contact data detected.
[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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