Kodec

What AI Tells Homeowners About HVAC Costs in Spring, TX

The price range a homeowner sees before calling a Spring contractor may come from a national template, not the local market.

On 2026-08-15, Kodec asked ChatGPT and Google AI Mode the same three homeowner pricing questions for Spring, TX. The capture produced 6 engine answers and 34 distinct cited source domains.

AI capture
Homeowner1. how much does AC repair cost in Spring TX 2. average HVAC installation cost Spring TX 3. AC replacement cost Spring TX

The price ranges the engines cited

$70–$20,000

70 distinct ChatGPT dollar figures across the three questions

Kodec Type C capture, 2026-08-15

$75–$18,000

35 distinct Google AI Mode dollar figures across the three questions

Kodec Type C capture, 2026-08-15

34

distinct cited source domains across both engines

Kodec Type C capture, 2026-08-15

6/6

answers that attached a dollar figure to Spring or TX; the remainder used generic or national framing

Kodec deterministic locality analysis, 2026-08-15

ChatGPT cited 70 distinct dollar figures, spanning $70–$20,000. Google AI Mode cited 35 distinct dollar figures, spanning $75–$18,000.

Question-by-question divergence

  • For the repair question, ChatGPT cited $70–$3,500 and Google AI Mode cited $75–$14,500; the comparison produced $5,503 midpoint gap. ChatGPT classified as local-specific, while Google AI Mode classified as local-specific.
  • For the installation question, ChatGPT cited $80–$20,000 and Google AI Mode cited $2,000–$17,000; the comparison produced $540 midpoint gap. ChatGPT classified as local-specific, while Google AI Mode classified as local-specific.
  • For the replacement question, ChatGPT cited $475–$16,500 and Google AI Mode cited $1,000–$18,000; the comparison produced $1,013 midpoint gap. ChatGPT classified as local-specific, while Google AI Mode classified as local-specific.

Local pricing or a national template

6 of the 6 captured answers placed a dollar figure in a sentence that also named Spring or TX. The other 0 answers supplied prices without that local tie, so the deterministic analysis classifies them as generic or national rather than verified local pricing.

ChatGPT produced 3 local-specific answers and 0 generic-or-national answers. Google AI Mode produced 3 local-specific answers and 0 generic-or-national answers.

Where the numbers came from

ChatGPT used 8 cited domains: homeyou.com, hvacservice.io, industryoversight.com, kacexpress.com, miltonfrankplumbing.com, springacservice.com, swattx.com, thechillbrothers.com.

Google AI Mode used 29 cited domains: 75degreeac.com, abacusplumbing.net, acrepairservicetx.com, adams-air.com, airtechofkaty.com, angi.com, ars.com, bexleyheatingandcooling.com, callkimco.com, callkodiakhvac.com, diamondacquisitions.biz, drwattselectric.com, eazybreezyheat-ac.com, gobvs.com, google.com, hvacservicespro.com, idesignac.com, kacexpress.com, maddair.com, majestic-ac.com, modernize.com, springacservice.com, springhvacrepair.com, swattx.com, texasheatwaveac.com, todayshomeowner.com, tri-valley-hvac-appliance-repair.com, uniqueairhvac.com, youtube.com.

Neither engine named a local company in the captured pricing answers; both answered with price figures and source material instead.

What this experiment can and cannot establish

This capture records what two AI systems told a homeowner on 2026-08-15. It does not establish the actual market price for a specific repair, installation, or replacement because equipment, scope, permits, efficiency, ductwork, and diagnosis were not held constant in the prompts.

See what AI tells homeowners about pricing and providers in your market.