Intelligence model
Rules first. Models second.
Mechanus IQ is designed to start with source authority and deterministic checks, add governed analysis where useful, preserve uncertainty, and leave the operating decision with the dealer.
Review path
Four steps before an operating decision.
The sequence keeps the rule basis visible and prevents model language from replacing evidence or dealer authority.
01
Source and rule checks
Confirm source authority, required fields, units, and deterministic rule conditions.
02
Pattern analysis
Use governed analysis to rank or organize attention where a rule alone is not enough.
03
Confidence and exclusions
Carry uncertainty, missing context, and exclusions into the finding instead of hiding them.
04
Human decision
An authorized dealer role reviews the record and chooses the next operating action.
Public taxonomy
Six dealership operating domains.
These categories explain the business surface without publishing an internal detector inventory or turning vector counts into a marketing score.
- Domain 01Sales, desking, and front-end gross
- Domain 02F&I revenue, disclosure, and chargeback patterns
- Domain 03Cash flow, funding velocity, and lender routing
- Domain 04Service, warranty, parts, and fixed-operations recovery
- Domain 05Inventory, floorplan burden, and market-pricing drift
- Domain 06Financial structure and OEM recovery
Deterministic first
Where an implemented rule path applies, the finding should point back to the source, rule, units, and configured baseline an operator can inspect.
Governed model use
Client-data model training is not the default posture. Any controlled-learning or model-assisted path requires the applicable authority, data controls, and disclosure.
Next decision
See how analysis becomes action.
The operating story continues through evidence review, configured posture, dealer authority, and a record that can be challenged.