One engine. Two worlds, one posture.
The DDCI loop is a single pipeline. Procurement and dealerships are two instances of the same governance posture — the same detection, the same earned autonomy, the same reconciliation to your systems of record.
DDCI as a pipeline
Four stages, illuminated in sequence.
Ingest & Classify
Transactions land and are typed against your taxonomy at the point of creation.
Dispatch & Analyze
The right agents are dispatched; each exception is analyzed in its own context.
Decide & Correct
A confident, traceable decision writes back into the source system — no handoff.
Value & Improve
Recovered value is attributed and traced; thresholds tighten for the next cycle.
The governance specialists
Discrete specialists, deployed as a set.
Every capability is a governance specialist. They come in two kinds — the platform specialists that run the loop on every transaction, and the family specialists matched to what you need to govern. The constellation is the subset configured to your estate.
Platform specialists
Run the loop on every transaction — classify, route, correct, attribute value. The same in every tenant.
Family specialists
One family per kind of control — price, supplier, payment, material, taxonomy, delivery. The set matched to your estate.
Industry specialists
Vertical families that activate for your industry as your tier climbs.
Earned autonomy
You grant the wheel one rule at a time.
Shadow
The loop watches and proposes. Nothing acts. You compare its calls to yours.
Read-only
It surfaces exceptions in your tools — still no write-back, full transparency.
Clean-pass
Reversible, low-risk corrections write back automatically once proven.
Full
Per-rule autonomy for controls you've watched hold — never anything irreversible.
ERP-agnostic bolt-on
It fits the estate you already run.
Reads the procurement estate as it stands — no rip-and-replace, no data warehouse project.
Meets a dealership where it actually operates — the ledger, the DMS, the bank, the group chat.
Value attribution
Every recovered figure is one of three kinds.
Cash caught before it left
A blocked overpayment, a recovered leak. Traced to the transaction.
Time and rework removed
Hours no one has to spend chasing the exception.
A control that now holds
The leak class that stops recurring at all.