Log repeated setup values across clean passes to begin learning.
NEXT CONTROLLED TEST
Keep logging setup with each pass.
Prediction LearningForecast accuracy and calibration
PREDICTION LEARNING
Learning forecast accuracy
BUILDING
Complete predicted passes to measure model accuracy.
MODEL DISCIPLINE
Historical forecasts never change after the pass.
Consistency IntelligenceRun-to-run repeatability
CONSISTENCY INTELLIGENCE
Building repeatability profile
BUILDING
Three clean passes begin consistency analysis.
VARIANCE SOURCE
DriveWFO will identify where variation concentrates.
CHANGE → RESULT
Configuration Change Intelligence
Record what changed, what you expected, and let subsequent clean passes show whether performance actually moved.
CHANGE HISTORY
No configuration changes recorded yet.
DATA DISCIPLINE
DriveWFO reports performance associated with a configuration change. It strengthens confidence as comparable before/after passes accumulate and does not claim causation when other variables changed.
BENCHMARK INTELLIGENCE
How does this combination perform?
Anonymous, opt-in real-world comparison against genuinely similar combinations.
WFO BENCHMARK
Building the cohort
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Comparable opted-in vehicles will appear here as the DriveWFO dataset grows.
Comparable Cars0
ET Percentile—
MPH Percentile—
60' Percentile—
COHORT PERFORMANCE
Not enough peer data yet.
DATA PRIVACY
Only vehicles whose owners explicitly opt in contribute to Benchmark. Peer identities are never exposed.
CONTRIBUTE ANONYMOUSLY
Help build better benchmarks
Your verified performance data can contribute anonymously to comparable cohorts. You can turn this off at any time.
CREW CHIEF v0.1
What should we work on next?
One prioritized plan built from this car's baseline, segment opportunity and latest confirmed telemetry analysis.
WFO NEXT FOCUS
Building the evidence
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Add clean passes and telemetry to build a vehicle-specific plan.
PRIORITY STACK
No priorities yet.
NEXT PASS PLAN
Collect a clean comparable pass
EVIDENCE USED
ENGINEERING DISCIPLINE
Crew Chief prioritizes measured areas to investigate. It does not automatically change calibration or claim unsupported causation.
EARLY WARNING · GEN V LT
Any engine or drivetrain flags on this car?
Knock, temperatures, fuel-system headroom and mixture, read from the latest confirmed telemetry analysis.
OVERALL STATUS
No telemetry analyzed yet
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No health findings on the latest analyzed pass.
HISTORY
No analyzed passes yet.
UNVALIDATED THRESHOLDS
Early Warning's knock, temperature, fuel-headroom and mixture thresholds are starting points, not limits confirmed against a real Gen V LT log. Treat every flag as a prompt to look closer, not a mechanical guarantee, and use your own judgment alongside it.
PASS HISTORY
Runs
No passes yet.
DELTA
HP TUNERS TELEMETRY
Analyze a Pass
Connect a saved pass to its VCM Scanner log, then inspect the events that affected the run.
1
PASS & LOGSelect the run and attach its telemetry.
CSV export from VCM Scanner · up to 100 MB
No telemetry attached.
2
ANALYSIS PRECHECKConfirm coverage and the selected WOT window.
Coverage—
Quality—
Level—
Upload a log to identify the WOT pass.
LOG / TIMESLIP
Unverified log
UNVERIFIED LOG
DRIVEWFO ANALYSIS
Ready when a WOT candidate is selected.
PRO · LOG COMPARISON
Compare two analyzed passes
Overlay one measured channel and inspect both runs with a synchronized crosshair.
Choose two confirmed analyzed passes.
Pass APass B
EARLY WARNING
This pass has a health flag
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Thresholds are unvalidated starting points, not confirmed limits.
WFO INSIGHT
Pass Analysis
ANALYSIS—
EVENT TRACE
Where the pass changed
Select a category or finding to focus the chart.
Full selected WOT window
CONVERTER CLUTCH
TCC lockup detail
Move across the chart to inspect every signal at the same point in time.
TCC lockup appears when converter command or slip is logged.