M
Boss Brain Auto

Vehicle Intelligence

Three products that work together: emissions determination, fitment evidence, and an exhaust-only labor guide. This complements Tekmetric and PartsTech; it does not recreate their shop flow.

Add vehicle evidence
Foundation build

Emissions Decoder

Turn a VIN and vehicle context into an explainable emissions determination—not a black-box guess.

Evidence in

  • • 17-digit VIN
  • • Vehicle configuration
  • • Under-hood / door label evidence
  • • Jurisdiction rules

Answer out

  • • Federal / California / 50-state result
  • • Engine and certification context
  • • Evidence sources and confidence
  • • Manual-review flag when uncertain
PartsTech companion

Fitment Evidence

Keep PartsTech fitment and exhaust diagrams beside emissions evidence so the service decision has context.

Evidence in

  • • PartsTech result or export
  • • Diagram / catalog evidence
  • • Selected part
  • • Technician notes

Answer out

  • • Fitment evidence packet
  • • Conflicts and missing proof
  • • Part-to-vehicle history
  • • Reusable decision record
M&M-owned knowledge

Exhaust Labor Guide

Build the exhaust coverage national guides miss, using your real replacement and custom-build experience.

Evidence in

  • • Vehicle / exhaust configuration
  • • Operation performed
  • • Rust and access modifiers
  • • Actual elapsed time

Answer out

  • • Baseline exhaust time
  • • Documented modifiers
  • • Confidence by sample size
  • • Weekly calibration queue

Integration contract

One verified answer, five controlled stages

01

Collect

VIN, labels, exports, diagrams, and completed-job evidence

02

Normalize

Create a stable vehicle, part, operation, and evidence record

03

Determine

Apply source-aware emissions and exhaust rules

04

Review

Require a human when sources disagree or confidence is weak

05

Return

Send the verified answer back into the service workflow

Weekly calibration, not flagged-hour policing

Completed exhaust work feeds a weekly owner review. M&M decides which observations become guide values. Sample size, configuration, rust, fabrication, access, and exceptions remain visible.

Built for future shop-system integrations

Start with controlled CSV and document imports. Add authorized APIs or partner feeds later without changing the evidence model or the shop-facing workflow.

Open integration inventory