Sovereign · 12 of 14

OJ collapses parts + labor into one honest number.

Built on a hand-tuned `joy_internal_labor_guide_v1` derived from Mitchell1 / AllData factory job-times. OJ multiplies the time-to-complete by the workshop's hourly rate and surfaces `parts_plus_labor_bdt` on every quote — so the customer sees the one number they actually care about, not a parts sticker plus a labor surprise at pickup.

Labor Estimator · Mitchell1 / AllData Hours·One number · parts + labor
Mission

What it does today

Capabilities · live in production.

  • 01

    Factory time catalog

    Head gasket 11.0 h · brake pads 1.0 h · battery swap 0.5 h · spark plugs 0.8 h · water pump 3.2 h.

  • 02

    Hourly rate per workshop

    Default ৳1,500/hr · overridable per tier · auto-syncs with workshop profile.

  • 03

    Composite quote line

    Output: `parts_plus_labor_bdt` displayed as the ONE total the customer sees.

Power

Sticker shock eliminated

When the customer commits at quote time, they commit to the real total. Return-to-write-up disputes drop by ~60% based on pilot data.

Weakness · by design

Static labor catalog

Job-time updates require a quarterly manual sync from Mitchell1 / AllData.

Synergy

Who it talks to · what it sends.

  • → JASMINE (COO)
    consume
    Source-of-truth for the labor catalog updates
  • → Faeqa
    feed
    Labor totals roll into the B2B PO line items
Try it

Want to see OJ in action?

© 2026 JOY Automart · Dhaka, BD · A 14-agent Sovereign OS on Claude Opus 4.8.