Admin: Learning Queue, Benchmarks, Prompts

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Active Provider

AI Findings

Learning Samples

Golden Benchmarks

Learning Queue

Filters: defect/component/inspector/model/accepted-rejected/confidence/date can be layered over these structured columns once volume grows.

Pending: 0Verified: 0Rejected: 0Training Approved: 0Benchmark: 0Used in Training: 0Export Dataset JSON

Status	Original Image	AI Result	Inspector Correction	Model/Prompt	Confidence

Golden Benchmark Dashboard

Model A

Recall: 81%

False positives: 14%

Average latency: 2800ms

Average cost/image: $0.008

Model B

Recall: 88%

False positives: 9%

Average latency: 4100ms

Average cost/image: $0.021

Image	Expected	Not Expected	Notes

AI Prompts / Version Management

Name	Version	Purpose	Active	Prompt
Inspection Analysis	v1	Automatic photo analysis	Yes	Return Co-Inspector JSON only; suggestions require inspector verification.
Deep Analysis	v1	Focused finding analysis	Yes	Examine one finding and identify verification steps and uncertainty.
Report Narrative	v1	Inspector-approved customer language	Yes	Generate customer-safe language from approved findings only. Hide AI internals.
Relationship Reasoning	v1	Suggest relationships between findings	Yes	Propose likely whole-house relationships without asserting causation.
Ask AI About This	v1	Field Q&A about a photo	Yes	Answer the inspector question with uncertainty and follow-up photo suggestions.

Inspection Templates

Standard Residential Inspection

Exterior

Components: siding, trim, grading, walkways

Expected photos: front overview, rear overview, left exterior overview, right exterior overview

Expected checks: grading/drainage, wall cladding, vegetation clearance

Deck

Components: decking, guardrails, stairs, ledger, support posts, post bases

Expected photos: overview, decking, guardrails, stairs, ledger/attachment if visible, support posts, post bases

Expected checks: guards/stairs, visible attachment, supports

Electrical Panel

Components: panel, breakers, grounding/bonding, service conductors

Expected photos: panel overview, manufacturer/data label, breaker area, grounding/bonding observations

Expected checks: clearance, double taps if visible, open knockouts, labeling

Water Heater

Components: tank, data plate, TPR valve, discharge, venting, supply connections

Expected photos: overview, data plate, TPR valve, TPR discharge, venting if applicable, supply connections

Expected checks: leaks/corrosion, TPR discharge, venting, age/capacity

Roof

Components: covering, flashing, penetrations, drainage

Expected photos: roof overview, covering detail, penetrations/flashing, drainage/gutters

Expected checks: damage/wear, flashing, drainage

HVAC

Components: equipment, data plate, condensate, filter, ducts

Expected photos: equipment overview, data plate, condensate, visible duct/venting

Expected checks: operation status, age/capacity, visible installation