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

Flame Auto Repair
🔓 Unclaimed

http://flameautorepair.ca/2210 Kingston Rd, Scarborough, ON M1N 1T6, CanadaAir conditioning repair service 4.8 (103 reviews)
Print Report

AI Trust Index

Composite confidence score for AI inference.

55/100
Identity Signal23/25

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

Legitimacy Signal17/35

Some reputation signals. Reviews exist but data is thin.

Readability Signal15/40

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

"Flame Auto Repair has some AI visibility gaps. When customers ask AI assistants 'who should I hire?', incomplete data means you might not make the answer."

Visibility gaps detected. Structured data would help AI recommend you.

Public Knowledge Graph Entry

LIVE_READ
Entity Name
Detected
Flame Auto Repair
Physical Address
Maps Only
2210 Kingston Rd, Scarborough, ON M1N 1T6, Canada
Phone Number
Mismatch Risk
+1 416-805-3313
Website URL
Active
http://flameautorepair.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://flameautorepair.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 "Air conditioning repair service" in "Scarborough, ONTARIO"
[ANALYZING]Candidate: Flame Auto Repair
[MATCH]Location: Verified via Google Maps
[DATA]Rating: 4.8 (103 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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