RECORD: EAR-CHIJQBPP|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 876 in ONTARIO|STATUS: AUDIT_COMPLETE|
RECORD: EAR-CHIJQBPP|SOURCE: USER_INPUT|CACHED: 11/30/2025|AUDITED: 876 in ONTARIO|STATUS: AUDIT_COMPLETE|
AI Readability Audit

Raman Home Comfort Inc.
🔓 Unclaimed

https://ramanhomecomfort.com/C105, 6055 Steeles Ave E, Scarborough, ON M1X 0A7, CanadaHVAC contractor 4.1 (89 reviews)
Print Report

AI Trust Index

Composite confidence score for AI inference.

37/100
Identity Signal25/25

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

Legitimacy Signal12/35

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

Readability Signal0/40

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

"Raman Home Comfort 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."

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
Detected
Raman Home Comfort Inc.
Physical Address
Maps Only
C105, 6055 Steeles Ave E, Scarborough, ON M1X 0A7, Canada
Phone Number
Mismatch Risk
+1 416-332-2989
Website URL
Active
https://ramanhomecomfort.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://ramanhomecomfort.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 "Scarborough, ONTARIO"
[ANALYZING]Candidate: Raman Home Comfort Inc.
[MATCH]Location: Verified via Google Maps
[DATA]Rating: 4.1 (89 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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