The Northstar Architecture: a closed-loop system that ingests enterprise signals, governs every decision through policy, and seals outcomes into cryptographic evidence.
Six interconnected zones form a continuous feedback loop. Data flows clockwise from Source through Intelligence to Proof, then feeds back to refine future decisions.
Flexible ingestion with variable path normalization and semantic guards. Connects to your existing CRM, customer success, and data warehouse systems.
Pydantic schema validation and Scenario Fixture Catalog ensure data integrity. Account360 snapshots are Tier-1 only.
Tier-1 Seed Runner loads Mission Blueprints and golden worker fleet from frozen snapshots. Deterministic and repeatable.
Decision Fabric orchestrates Workers (Revenue Analyst, Churn Guard) through enterprise policy gates and the Trust Anchor.
Durable Workflow Orchestration with HITL Governance Dashboard. Human approvals captured, execution proceeds under governance.
Financial Outcome Ledger and Attribution Graph produce immutable evidence. Outcomes feed back into the loop.
The Golden Data Loop: Outcomes from Zone 6 feed back into Zone 1 as refined signals, creating a continuous improvement cycle. Every iteration is governed, sealed, and auditable.
Every mission emits exactly 7 hash-chained events. Tampering with any event or its order invalidates the audit trail.
mission_started
DETERMINISTIC · SEALED
Mission instance created, payload validated, immutable mission ID assigned.
context_validated
DETERMINISTIC · SEALED
Data sources verified, Ground Truth confirmed sufficient. Context hash sealed.
intelligence_generated
STABILIZED · SEALED
Worker produces Decision Proposal. LLM stabilized via temperature=0 and model pinning. Prompt hash captured.
governance_evaluated
DETERMINISTIC · SEALED
Policy engine evaluates decision against rules (churn lock, confidence floor, thresholds). Policy result hash recorded.
approval_captured
HUMAN-GATED · SEALED
Human approves or rejects. Sealed with who, when, and justification. Phase-1: Required for all decisions.
outcome_recorded
DETERMINISTIC · SEALED
Financial Outcome Ledger entry created. Hash-chained to previous outcome. Idempotency-keyed to prevent double-billing.
mission_finalized
DETERMINISTIC · SEALED
Mission marked complete. Evidence chain closed with final integrity root. Decision Lineage record created.
Insights derived exclusively from governed evidence. No ungoverned data enters the intelligence layer.
Most AI platforms stop at execution and proof. ARKA AI goes further — actively steering KPIs toward contracted targets through deterministic drift detection, governed convergence, and continuous re-baseline.
Continuous measurement of KPI deviation from locked baselines. The platform detects when outcomes begin drifting from contracted targets — before humans notice.
The NavigatorKernel computes optimal parameter adjustments to steer KPIs back on track. Every adjustment is policy-bounded, deterministic, and requires governance approval.
Mathematical proof that the gap between current KPIs and contracted targets is monotonically decreasing. If convergence stalls, the platform surfaces it for governed re-baseline.
Outcome Navigators (ON): Domain-specific modules that apply this steering across verticals — ON: Revenue · ON: Compliance · ON: Legal · ON: Logistics
The Commercial Spine is designed for outcome-aligned economics: billing infrastructure tied to realized, verified value — not AI usage or seat counts.
Formal declarations of baseline, target, confidence band, and measurement period. Immutable once locked.
The confidence matrix enables fee structures that scale with decision quality. Built to support outcome-aligned economics.
Read-only analysis · Discovery mode
Governed mode · Outcome-aligned billing
Multi-domain expansion · Enterprise governance
Determinism means execution reproducibility. Given the same inputs, you get the same process. LLM outputs are stabilized, not guaranteed identical.
In production, if any required service (OPA, Temporal, or Kafka) is unavailable, the platform refuses to operate or start. It does not fall back, degrade, or simulate operations without full integrity guards.
The UI is a read-only shadow of the backend. All authority flows through the API and governance primitives.
Signals are ephemeral data with TTL. Decisions are governed and persistent. Signals must cross the boundary via the Decision Fabric before influencing outcomes.
How developers create and execute governed operations on ARKA AI.
Declare your Ground Truth schema via Pydantic or JSON Schema. Define the 'Account360' structure authorized for Worker access.
Instantiate a versioned Mission Blueprint. Bind the target outcome, success metrics, and human approval gates to the execution path.
Trigger execution via Signal Hub. Monitor the 7-event evidence chain and verify outcome realization on the Sovereign Ledger.
Most enterprises begin with ARKA Advisors to design governance frameworks before platform deployment.
New here? Start with the Platform Overview