HVAC Expert

Job summary

Create realistic HVAC diagnostic and system-design scenarios, then write reference answers explaining the technical and code reasoning behind each step. Evaluate AI-generated responses for accuracy, efficiency, and safety, and identify plausible-sounding but dangerous or technically incorrect advice.

Job details

Licensed HVAC technicians to build the diagnosis and system design scenarios frontier AI labs use to test model judgment on real trade work. AfterQuery builds the expert evaluation data that frontier AI labs use to measure and improve their models. We're hiring HVAC technicians as contractors to author and grade the diagnosis and system design scenarios those evaluations run on. This is knowledge work built on your trade, done entirely from home. What you'll actually do Author realistic HVAC scenarios from symptom through diagnosis and repair, the kind you actually run on a service call. Write reference answers with the system and code reasoning behind each step, why that charge, why that duct size, why that sequence of operations. Grade model output for technical accuracy, efficiency, and safety. Flag advice that reads plausible but would kill a compressor or vent CO into a home, the misses only a working tech would catch. Who this is for HVAC technicians with EPA 608 certification, any required state license, and at least two years of field work. Residential service, commercial refrigeration, and controls techs, all specialties welcome. Tradespeople who can explain the why behind the fix, not just the fix. People comfortable writing clearly, this work is typed, not brazed. Contract and pay $50 to $90/hr, paid weekly via Stripe. Your rate is set from your experience, not negotiated down after you start. Remote and async. No fixed hours, it fits around jobs. Minimum 10 hours per week, no maximum. Scale up or down week to week. No screen recording, no keystroke monitoring, no idle timers. Independent contractor. Ongoing project work rather than single task batches. How our hiring process works Apply at /apply/hvac-expert. About five minutes. Resume plus a few structured questions. Resume review. Every application gets read against a published rubric and gets a decision. Written assessment. You may be asked to take a written assessment for further placement. Onboarding. Sign the contractor agreement, connect Stripe, and get platform access. Project match. You're matched to live work in your specialty, usually within a week of onboarding. About AfterQuery AfterQuery is an expert data lab. We build the evaluation and training data that frontier AI labs use to measure what their models can and can't do in real professional work. Our contributors are practicing professionals, not annotators, and the work is credited, reviewed, and paid at professional rates. Responsibilities Author realistic HVAC scenarios from symptom through diagnosis and repair Write reference answers with the system and code reasoning behind each step Grade model output for technical accuracy, efficiency, and safety Flag advice that reads plausible but would kill a compressor or vent CO into a home Required Qualifications EPA Section 608 certification, plus a state HVAC license where your state requires one 2+ years of field experience in installation, service, or controls Working command of refrigeration cycles, airflow, and load calculation Clear written English for documenting diagnostic reasoning Able to commit at least 10 hours per week Preferred Qualifications NATE certification or HVAC contractor license Commercial refrigeration or building automation depth Heat pump, geothermal, or high efficiency system experience Why apply Paid for your trade knowledge, no tools, no travel, no job site Set your own hours and scale up or down week to week, it fits around jobs Weekly pay via Stripe at a rate set from your experience Your judgment shapes how the next generation of AI handles the trades

What you’ll do

Create realistic HVAC diagnostic and system-design scenarios, then write reference answers explaining the technical and code reasoning behind each step. Evaluate AI-generated responses for accuracy, efficiency, and safety, and identify plausible-sounding but dangerous or technically incorrect advice.

Requirements

Applicants must have EPA Section 608 certification, any HVAC state license required where they work, and at least two years of relevant field experience. They need working knowledge of refrigeration cycles, airflow, and load calculations, clear written English, and availability for at least 10 hours per week.

Benefits

• Weekly Pay
• Flexible Schedule
• Remote Work
• No Travel
• No Job-Site Work
• No Screen Recording
• No Keystroke Monitoring
• No Idle Timers

Listed skills

• Évaluation · Preferred
• Technical · Preferred
• assessment · Preferred
• Training · Preferred
• Kind · Preferred
• safety · Preferred
• Process · Preferred
• Accuracy · Preferred
• Diagnostic · Preferred
• Flexible · Preferred
• efficiency · Preferred
• English · Preferred

Other relevant skills

Identified from the job description. Confirm important requirements above.

• HVAC Diagnostics
• HVAC System Design
• Refrigeration Cycles
• Airflow
• Load Calculation
• HVAC Installation
• HVAC Service
• Building Automation
• Controls Systems
• Code Compliance
• Technical Writing
• Technical Evaluation
• Safety Assessment
• EPA Section 608 Certification

Job areas

• Trades
• Engineering
• Technology
• Data & Analytics

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