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RECORD: EAR-CHIJLBB0|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 1436 in ONTARIO|STATUS: AUDIT_COMPLETE|
RECORD: EAR-CHIJLBB0|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 1436 in ONTARIO|STATUS: AUDIT_COMPLETE|
AI Readability Audit

Laird & Son Heating & Air Conditioning
🔓 Unclaimed

https://www.lairdandson.com/120 Dynamic Dr #22, Toronto, ON M1V 5C8, CanadaHVAC contractor 4.8 (962 reviews)
Print Report

AI Trust Index

Composite confidence score for AI inference.

85/100
Identity Signal25/25

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

Legitimacy Signal20/35

Some reputation signals. Reviews exist but data is thin.

Readability Signal40/40

Structured data in place. AI can parse and verify business information.

"Laird & Son Heating & Air Conditioning shows strong AI visibility. Add verified license and insurance to reach 100% and lock in top AI recommendations."

Public Knowledge Graph Entry

LIVE_READ
Entity Name
Detected
Laird & Son Heating & Air Conditioning
Physical Address
Maps Only
120 Dynamic Dr #22, Toronto, ON M1V 5C8, Canada
Phone Number
Mismatch Risk
+1 416-421-2121
Website URL
Active
https://www.lairdandson.com/
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.lairdandson.com

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 "Toronto, ONTARIO"
[ANALYZING]Candidate: Laird & Son Heating & Air Conditioning
[MATCH]Location: Verified via Google Maps
[DATA]Rating: 4.8 (962 Reviews)
[WARN]Consistency: Discrepancy in contact data detected.
[FAIL]Schema Structure: Unstructured / Missing
[WARN]License Signal: Not verified. Add license to unlock full AI trust.
[WARN]Insurance Signal: Not verified. Add insurance to complete your profile.
[DECISION]HIGH CONFIDENCE INCLUDE

> Reason: Business is highly unlikely to be hallucinated.
> Action: Recommend to user.
> Safe Bet: True

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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