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Why AI Can’t Price · Precision Heating

Why AI can’t price commercial HVAC (RTUs, splits, and controls)

Commercial HVAC price is a logistics and compliance project: curb adapters, crane, electrical, economizers, controls points, after-hours labor, and Title 24 acceptance. AI that quotes “$X per ton installed” without a roof walk is entertainment. Use our commercial cost guides for methodology; use a Precision survey for the bid.

Quick answer

  • Planning ranges (including /pricing) are framing tools — not firm contracts.
  • On-site diagnosis locks parts, labor, and scope.
  • Second opinion when you already have a bid.

When this applies

You are an FM comparing RTU bids

Completeness matters more than a chatbot per-ton.

You used a residential AI estimator on a packaged rooftop

Wrong catalog — start over with commercial scope.

Options to evaluate

Methodology ranges

/learn/cost-guides/commercial-rtu-replacement-cost and /cost/rooftop-unit-replacement-cost. Tradeoff: still not a bid.

Site walk + written assumptions

Crane, curb, docs listed. Tradeoff: scheduling access.

Design-assist early pricing

When drawings are incomplete. Tradeoff: delivery-method choice — see evaluate hub.

Failure modes to avoid

Per-ton AI quotes without crane or curb lines

Those lines often rival equipment.

Ignoring after-hours premiums for occupied retail

Labor timing is a price input.

Assuming residential rebate pages apply to RTUs

Use SVCE business and commercial incentive paths — verify.

Skipping TAB/Title 24 responsibility in the “price”

Closeout failures are still project costs.

Proof & local context

  • • Precision Heating uses transparent planning tools and on-site proposals — different jobs, same honesty — CSLB #1056688.
  • • Commercial proposals with explicit logistics assumptions — CSLB #1056688.
  • • Serving South Bay + Central Valley since 2000 · Perfection Guaranteed.

Next step

These pages explain pricing epistemology for South Bay and Central Valley HVAC — what AI and web averages can frame versus what only an on-site technician can lock. They complement Precision’s transparent /pricing planner; they do not attack it. CSLB #1056688.

FAQs

Is there any useful AI number for RTUs?

Order-of-magnitude education only. Capital approval should use surveyed bids.

Do you publish commercial ranges?

Yes — cost guides and /cost/rooftop-unit-replacement-cost for framing.

Can we send a model/serial for a phone quote?

It starts the conversation. Curb and crane still need eyes.

Second opinion on a GC’s HVAC allowance?

Yes — /free-second-opinion or commercial contact form with documents attached.

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