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Using AI to Analyze Brake Pad Life of Track

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120
153
Exp. Type
HPDE
Exp. Level
Under 3 Years
Georgia
I am pretty diligent about tracking my car maintenance, which I keep in a spreadsheet, which also includes my track driving history. I thought it would be interesting to upload my spreadsheet to Claude (AI) so that I could see what type of information it could provide without me having to parse through the lines on the spreadsheet. Here is a conversation I had where I was looking into my brake pad life since switching to G-Loc R16 front and R12 rears. I was interested because my last event at Road Atlanta (MCA 50th Anniversary) completely used up the front pads in just three days on track. I've not gotten too into AI in the past, but I can see where it can be extremely useful in data analysis. What follows is the text, which hopefully you can follow from the formatting.

My Request:
Attached is an updated spreadsheet where I have corrected some notes on brake pad changes. I would like to know the life I am seeing in both number of track days and track miles driven for both the front GLoc R16 and rear GLoc R12 pads. Ignore my comments on the brake pad change lines which list the number of track miles driven on those pads. I want you to calculate the track miles and days based on the track driving information in the spreadsheet between each pad change. Refer to my notes on the remaining pad thickness when the pads were changed because there was one pad change where the pads still had plenty of life remaining. My goal is to change the pads when they are around 2-3mm thickness remaining, although this is not always possible since wear can be substantial in a single day.

Claude's Response:
Updated memory, ran 7 commands
Based on your track driving log (not the mileage notes on the pad-change lines themselves) — here's the pad life, calculated from actual track days/miles between each install:
Front G-Loc R16
IntervalTrack daysTrack milesRemaining thickness at swap
12/25/2025 → 6/29/20266 days854 mi3.5mm
6/29/2026 → 8/21/20263 days437 mi6–7mm — swapped early alongside rotors due to pulsing/pulling under braking, not pad wear
8/21/2026 → 9/7/20263 days400 mi1.5mm
9/7/2026 → current0 days so far0 mi so farstill in service
Excluding the early rotor-related swap (which you correctly flagged — it wasn't a life-limited change), your two real full-life data points are 854 miles/6 days to 3.5mm and 400 miles/6 days... 3 days to 1.5mm — averaging ~627 track miles / ~4.5 track days per set, though there's clearly a lot of variance depending on the event.
Rear G-Loc R12
IntervalTrack daysTrack milesRemaining thickness at swap
6/14/2025 → 12/25/202512 days1,391 mi1mm
12/25/2025 → 8/22/20269 days1,291 mi2mm
8/22/2026 → current3 days so far400 mi so farstill in service
Both rear intervals are legitimate full-life data points, averaging ~1,341 track miles / ~10.5 track days — rears are lasting roughly 2x the fronts, which lines up with the 6-piston front / 4-piston rear brake bias on this car.
I've updated your project notes with this breakdown so it's on record going forward, replacing the rougher "~854–873 miles" estimate from before.

My Request:
Do you see any patterns in the track driving history which could explain why the pads installed on 8/21/26 were worn to 1.5mm in only 400 miles?

Claude's Response:
Ran 2 commands
Yes — this wasn't random variance, it lines up with a clear cause: that pad set only ever saw one event, and it was your hardest one yet.
Looking at the details column for 8/28–8/30/2026 (Road Atlanta):
  • Run Group: Advanced, all three days, no instructor — this is the fastest group you've run in, and it's exactly the weekend your best-ever lap time (1:44.42) was set.
  • 14 sessions in 3 days — a heavy session count.
  • Entirely at Road Atlanta, which has one of the harder braking zones in your rotation (Turn 10a/10b is a heavy, high-speed-to-slow braking event).
  • It was the pads' only event — zero break-in mileage on lighter driving before being thrown straight into Advanced-group laps.
Compare that to the 854-mile/6-day set that preceded it (12/25/2025→6/29/2026): that mileage was spread across Intermediate 1 sessions at Barber and Roebling Road, plus Solo Yellow at VIR and Road Atlanta — a mix that's noticeably less aggressive than a full Advanced-group weekend.
The math backs it up:
  • 854-mile set: 11mm → 3.5mm = 7.5mm used over 854 miles ≈ 0.0088 mm/mile
  • 400-mile set: 11mm → 1.5mm = 9.5mm used over 400 miles ≈ 0.0238 mm/mile
That's roughly 2.7x the wear rate per mile on the Advanced-group Road Atlanta weekend versus the more Intermediate-paced mileage before it. Pace/run-group and track choice — not the pads or a mechanical issue — look like the driver here. The fresh rotors installed the day before (8/21) are a minor possible contributor (bedding-in surface wear), but your own log notes "no vibration or pulsing" all three days, so that's unlikely to explain a jump this large on its own.
Practical takeaway for hitting your 2–3mm target: expect front pad life to swing heavily by run group/track combo — an Advanced-pace Road Atlanta weekend may burn through 400 miles of pad life in what a mixed Intermediate/Solo Yellow stretch would take 850+ miles to do. If you're doing back-to-back Advanced weekends at hard-braking tracks, checking pad thickness after each single event rather than assuming your prior mileage-based cadence would be the safer call.



























Claude is AI and can make mistakes.
 

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