The case record.
Each case names the question, what happened and what Machine Nerve did. Tags show whether a fact was measured, reported from the field or written as an example.
Road America
Cockpit of a Porsche Cayman GT4 Clubsport at Road America.
What happened.
- Field-usedFounder-reported
Find the gap before the next session.
Laguna Seca, September 2026
Find the gap before the next session.
Where is the time, and what do we change before the next session?
S2
Fastest in class in sector 2 the next session.
Read the complete caseS2
Blue Porsche 718 GT4 RS under a blue canopy in the Laguna Seca paddock. - Field-usedMeasured
Four hours. Six stints. One class win.
Road Atlanta, 2026
Four hours, six stints, one class win.
Can a driver keep improving across a four-hour race?
P1
Class win. Median lap faster every stint.
Read the complete caseP1
Team meeting around a laptop under a paddock awning. - LiveMeasured
What the session asked of the driver.
DRIVERFORM, Road Atlanta
What a session asked of the driver's body.
How much work did the session take, and where?
8.39
Driver load for one session. A training score.
Read the complete case8.39
Toyota GR Supra GT4 dash display from the driver's seat. - Field-usedFounder-reported
Built in the paddock.
2024 to 2026
Four weekends. Four tools the weekend needed.
What does a race team actually need in the moment?
4
Weekends. Four tools the weekend needed.
Read the complete case4
Toyota GR Supra GT4 number 53 on track at Daytona. - LiveExample
Good help gets quieter.
Method template V-03
A cue that fades as the skill holds.
How do you stop a driver depending on the cue?
V-03
A cue that fades as the skill holds.
Modeled example.
Read the complete caseV-03
Modeled example.
David trackside at Daytona, pointing out a corner. - LiveExample
AI may tune the threshold. Never the safety call.
Method template V-12
AI may tune the threshold. It may not touch the safety call.
How much may the AI change on its own?
8
Kinds of change Eri may propose.
Modeled example.
Read the complete case8
Modeled example.
Team meeting around a laptop under a paddock awning. - In developmentMeasured
Same core. Different machine.
FlightDeck
The same core, in a flight simulator.
Does the session record carry over to another machine?
MSFS
Flight-simulator sessions on the same core.
Read the complete caseMSFS
Gloved hands on the wheel, cockpit view.
Test the claim.
Race records show how a product was used. A controlled comparison tests whether it works.
Motorsport is the proving ground.
A race car combines heat, g-force, long stints and decisions at speed. Machine Nerve records the person and the machine on one clock, lap after lap. Supplement, nutrition and wearable companies get data for research and a fair test for their claims.
ResearchResearch direction. No product effect has been measured or claimed. A qualified research partner owns each study.
The company buys a comparison, not a positive conclusion. A qualified research partner, an agreed protocol and appropriate safety and ethics review come before a study.
Modeled view.
- Question
- Does the exact product change late-stint errors at comparable pace?
- Comparison
- Repeated baseline and a suitable placebo or active comparator.
- Task
- A repeatable simulator stint. Car, setup, training and task policy held constant.
- Outcome
- Prespecified errors per exposure, pace and consistency. Unassisted probes when testing learning.
- Context
- Quality-eligible physiology, prior training and consented health history.
- Result
- Positive, null, mixed or inconclusive. Uncertainty and missing data stay visible.
Questions worth asking.
- Supplements and sports nutritionDoes the product change late-stint errors at comparable pace?
- Hydration and coolingDoes it help a driver hold consistency through a hot stint?
- Recovery and sleepDoes reported recovery match the next session's performance?
- Wearables and sensorsDoes a new sensor agree with a chest-strap ECG while driving?
- Equipment and apparelDoes a seat, glove or suit change inputs over a long stint?
- Training programsDoes the program shorten the time to a skill standard?
Keep the comparison honest.
Define the comparison.
Exact product, target user, baseline, comparator and one primary performance question.
Follow the same person.
Repeated comparable sessions, declared training exposure and relevant consented history.
Review the whole result.
Task outcomes first. Physiological associations are context, with source quality, missingness and uncertainty.
Keep the record.
Protocol and analysis revisions, source-linked findings and separately permissioned public case studies.
Capture and method tools exist. Controlled supplement evaluation remains a research direction. Randomization, blinded supply, statistical review and publication rights need a study-specific plan.
Physiological signals are context for performance review. They are not diagnoses, emotion detection or fitness-for-duty measures.
Machine Nerve is not a medical device and does not provide clinical diagnosis, treatment, or medical readiness certification.