Built in-house.
Owned end to end.
Every layer of the platform — ingestion, modelling, optimization, orchestration and the operator UI — is engineered by the same team that runs the live engagement. No subcontractors, no white-label vendors, no offshore execution pools selling hours.
- 01
Deterministic before clever
Decisions that touch payroll, roster or dispatch are produced by deterministic solvers under documented constraints. Learned components inform the constraints — they do not replace them.
- 02
Per-tenant by construction
Data, models and infrastructure are isolated per tenant. Not a configuration flag — a structural property. Nothing crosses the tenant boundary without an explicit, logged instruction.
- 03
Append-only audit
Every automated decision, every model update and every operator override is written to an append-only ledger with the inputs that produced it. Reproducible, explainable, contestable.
- 04
One team across the contract
The senior engineers who design the deployment stay on the account through renewal. Context compounds. Handovers do not exist as an operating concept.
The stack is conservative on the boring parts and modern where it earns its keep. Choices are written down and defended on first principles — not on what a procurement deck expects.
- ingestion
- Kafka · CDC · webhooks
- modelling
- Python · DuckDB · Polars
- solvers
- OR-Tools · custom
- orchestration
- Temporal
- data plane
- Postgres · object store
- operator UI
- React · TypeScript
- audit ledger
- append_only · immutable
- isolation
- per-tenant · per-cluster
- 01
Written first
Architecture decisions, integration plans and operating runbooks are written documents reviewed against prior decisions. Calls clarify the document — they do not replace it.
- 02
Senior on the line
Operator-facing channels are staffed by the engineers who built the relevant subsystem. There is no first-line support pool between you and the people who can change the code.
- 03
Shadow before live
New decisions run in shadow against the existing process for a defined window before they take action. The transition criteria are written into the master service agreement.
- 04
Quarterly written review
Every quarter, a written review against the KPIs in the contract. No slides. No vanity metrics. The same document is read by engineering and by the client’s controller.
Reading time is the cheapest part of the engagement. The conversation starts in writing.
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