I decided I use AI lots in my life, what about diagnosing this issue.. well here are a couple good places to look, all of which seem quite harmless.
The one‑time clunk on cold startup, from the rear passenger side, while still in PARK, on a TrailBlazer, is a classic pattern — and there are only a handful of components that can physically make that noise without affecting drivability.Short answer: The most common causes are fuel tank movement, rear suspension bushings, or the A/C system pressure equalization (yes, the old A/C accumulator/dryer “pop” is real).
Below is a breakdown so you can pinpoint it without guessing.

Most Likely Causes (Ranked)
1. Fuel tank shifting — #1 cause of single cold-start clunksWhen the TB sits overnight, the plastic fuel tank contracts slightly.
On startup, the EVAP purge + fuel pump pressurization causes the tank to expand and “pop” against its straps or the skid plate.Symptoms match perfectly:Happens once, only after sittingComes from rear passenger side (tank sits offset)No repeat noise while drivingNo performance issuesCheck

ush up on the tank with your knee — if you hear a dull knock, that’s it.Inspect tank straps and rubber isolators for wear.Fix:Add rubber isolator material or replace worn strap pads.Tighten straps if loose.
2. A/C accumulator/dryer pressure pop — a known GM quirkWhen the A/C system equalizes overnight, the accumulator can make a sharp metallic pop on first startup.This is especially common in A/C season, exactly as you mentioned.Check:Start the TB with A/C OFF.If the clunk disappears, this is your culprit.Fix:Usually harmless.If loud, replace accumulator/dryer (~$60–$120 CAD).
3. Rear upper control arm bushings — often overlookedThe TB’s rear suspension uses a tri‑link setup.
When bushings dry out, they can “snap” into position on first movement — even while stationary — due to chassis flex from startup torque.Check:Look at the upper control arm on the passenger side.Pry bar test: if the bushing shifts suddenly, that’s your clunk.Fix:Replace bushings or the whole arm (~$80–$150 CAD).
4. Rear shocks topping out — less common but possibleCold fluid + worn shock bushings can cause a single “thunk” when the chassis lifts slightly on startup.Check:Look for oil seepage on shock bodies.Bounce test: listen for a dull knock.
5. Exhaust hanger shift — simple but sneakyThe exhaust expands quickly on startup.
If a rubber hanger is worn, the pipe can “jump” and hit the frame.Check:Grab the tailpipe and shake side-to-side.If it clunks, you found it.

What I’d check first (in order)Fuel tank movementA/C accumulator popRear upper control arm bushingExhaust hangerRear shock bushingsYour symptoms strongly point to fuel tank or A/C accumulator — both are harmless but annoying.

Want to narrow it down fast?I can walk you through a step-by-step diagnostic, starting with the easiest checks.Choose what you want to do next:Check fuel tank movementTest the A/C accumulator theoryInspect rear suspension bushingsCheck exhaust hangersIf you tell me the year of your TB, I can give you exact component locations and photos.