Moneta Analytica

Discover. Build. Operate.

The implementation lifecycle of the architecture. Three phases, each with defined deliverables, each touching specific layers of the system.

CONTINUOUS ENFORCEMENT01Discover02Build03Operate

DISCOVERFinance Systems Assessment

BUILDThe Build

OPERATEThe retainer

Each phase is a purchasable engagement. The lifecycle is the purchase path. See the services

01 / DISCOVER

Discover

We map how decisions actually move through your organization: where data lives, which policies exist only on paper, where reconciliation happens by hand, and where decisions stall or repeat.

The tooling stance applies from day one: we assess the tools you already own before recommending anything new. Most organizations need fewer tools than they have, connected better than they are.

What you receive

  • Decision infrastructure map with failure modes located
  • Assessment of current tooling against required capability
  • Prioritized architecture plan with sequencing and dependencies
Duration
Typically measured in weeks. The diagnostic is structured, not open-ended.
Layers touched
L1 data sources · L2 data discipline (assessment)

02 / BUILD

Build

We design the data model, encode your policies as enforceable rules, and integrate the systems you keep. Custom construction is limited to what the architecture requires and no more.

Every rule is version-controlled and every integration documented. The build is designed to be operable by people who did not build it.

What you receive

  • The governed data model, reconciled and current
  • Your policies encoded in the deterministic rules engine
  • Integrations across the systems you kept, documented
  • AI roles configured at their earned tier; most start at Tier 1
Duration
Initial improvements in weeks, not months. Sequenced so early wins fund confidence in later ones.
Layers touched
L2 data discipline · L3 rules engine · L4 AI roles

03 / OPERATE

Operate

The architecture runs. Signals surface daily. Rules enforce continuously. Humans decide.

Autonomy tiers are reviewed against demonstrated accuracy: capabilities that earn promotion get it, and capabilities that degrade get demoted. The operator model is applied, not archived.

What you receive

  • Daily signals and exception queues instead of month-end surprises
  • Continuous policy enforcement with a complete audit trail
  • Tier reviews with documented promotion and demotion decisions
Duration
Ongoing. Cadenced reviews, not reactive support.
Layers touched
L3 rules engine · L4 AI roles · L5 human decision layer

Operate is not maintenance. It is enforcement.

Maintenance keeps software running. Operate keeps decisions governed: the rules engine evaluates continuously, exceptions surface the day they occur, and the enforcement arc feeds back into Discover, so drift between the architecture and the business is found by the system, not by the next crisis.

Book a systems assessment

Start with the assessment.

Fixed scope. A blueprint and roadmap you keep either way.

Book a systems assessment