Every Arka AI deployment follows the ADLC — 8 structured steps from discovering your operational intent to productizing proven missions across your PE portfolio. Governed at every step. Evidenced at every cycle. Fail-closed always.
From intent to outcome — continuous, governed, replayable
Every mission — from billing reconciliation to tax filing — follows the same governance pipeline. No worker executes until it has cleared Simulation, co-signed a Baseline, and entered Shadow mode. Autonomy is earned, not assumed.
The Discover phase is led by your Arka Outcome Engineer. Together we map the operational problem, define what success looks like in measurable terms, and produce the Baseline Measurement Package — the co-signed document that anchors every subsequent Capacity Created measurement.
No Outcome Contract activates until the Baseline is co-signed. You define the intent; we build to it.
The Blueprint is a declarative YAML definition of the mission. It defines which capabilities are invoked, how the workflow DAG is structured, which steps require HITL approval, and what evidence events must be produced at each stage.
Blueprints are version-controlled and peer-reviewed. A mission cannot move to Compose without a signed-off Blueprint.
Compose binds the Blueprint to OPA governance policies, validates worker qualifications against the Trust Progression State Machine, and compiles the mission runtime with the Sovereign LLM Router configured. This step is deterministic — no runtime changes after Compose is sealed.
Before any mission touches production data, it goes through a full Simulation phase. Synthetic datasets designed to cover edge cases, drift conditions, and adversarial inputs. No production data is used. No production systems are touched.
A mission that fails Simulation does not proceed — the gap is documented, the Blueprint revised, and the cycle repeats.
Before a worker executes autonomously on production data, it must progress through nine trust states. Shadow mode is mandatory: workers execute against real data, but outputs are discarded and compared to human baselines before any autonomous execution is approved.
Live execution runs through the ActionGateway — 9 governance gates evaluated synchronously before any state-changing action. Every mutation request is identity-verified, role-checked, OPA-validated, budget-constrained, SLA-bounded, evidence-complete, HITL-approved, audited, and ECDSA-sealed before execution.
If any gate fails, execution drops to QUARANTINED. The worker does not retry, does not partial-execute, and does not proceed.
Every mission cycle produces a sealed Proof Pack — ECDSA-SHA256 signed, written to the immutable Evidence Ledger. The Proof Pack captures full input data, all actions taken, every HITL approval, elapsed time, and the final sealed output. Every Proof Pack is independently replayable bit-for-bit.
The Evidence Package — delivered to the client per cycle — is your structured record of what was done, when, by whom, and what result was produced. It is the basis for the Quarterly Value Review.
mission_spawnedintelligence_generatedpolicy_validatedapproval_capturedmutation_executedproof_pack_sealed ← ECDSA signedfinancial_realizedThe Quarterly Value Review is the commercial conversion gate at the end of the 4-month Pilot. Your Arka Outcome Engineer presents Capacity Created measurements against the co-signed Baseline. Both parties review the Evidence Ledger record. Conversion is evidence-based — not a sales call.
Ongoing optimization runs continuously: SLA monitoring, drift detection, root cause analysis, and worker score updates feed back into the Trust Progression — workers that underperform are demoted to Qualifying or Quarantined.
Proven missions are packaged into the Mission Library — versioned, certified blueprints with production-validated evidence records. Each new portfolio company gets the same Mission Library with a new adapter layer. No rebuild. The governance pipeline, evidence architecture, and worker qualifications are already proven.
This is the PE Portfolio Multiplier: the more acquisitions, the stronger the platform — shared intelligence, shared compliance, shared evidence standard.
Every governance decision in Arka AI — identity, role, policy, budget, SLA, evidence, HITL, audit, seal — is made by deterministic OPA/Rego. No large language model is in the governance path.
LLMs operate only at the user-facing intelligence layer — generating analysis, drafting content, identifying patterns. They never control access to systems, approve financial transactions, or make policy decisions. The result: a worker that cannot hallucinate on a tax filing, and governance outcomes that are auditable, repeatable, and bit-for-bit replayable.
OPA/Rego policy engine, ActionGateway 9 gates, identity/role/budget/SLA enforcement, HITL orchestration, ECDSA sealing. Deterministic. Auditable. No inference.
Sovereign LLM Router, domain-specific model selection, intelligence generation, pattern analysis. Operates within policy-enforced boundaries. Never controls execution or approvals.
Dual-ledger architecture. Evidence Ledger + Financial Ledger. Hash-chained, append-only, OSCAL-native. 99.99% read availability. Full forensic replayability on every Proof Pack.
Before any governed mission executes, Arka certifies your data into readiness tiers. Only Gold-tier data — scored, validated, and confidence-cleared — can drive autonomous action. A mission operating on uncertified data fails the evidence gate before any action is taken.
Raw source data is ingested, cleaned, deduplicated, and schema-validated. Bronze tier establishes that data exists and is structurally sound — but it is not yet trustworthy enough to act on.
Bronze data is joined, enriched with derived signals, and normalized into the feature sets mission workers expect. Silver is computationally ready but not yet scored for mission action.
Silver data is scored, classified, and confidence-thresholded. Gold tier passes the evidence provenance check (Gate 6) and is cleared for autonomous mission action. Below threshold: routes to HITL.
Evidence Gate enforced: A mission worker that attempts to act on Bronze or Silver-tier data fails Gate 6 (Evidence provenance) before any action executes. Data readiness is not advisory — it is a hard governance gate.
Complex revenue programs require more than one mission. Arka structures multi-phase programs as governed sub-mission chains — each phase gates on the previous phase's sealed Proof Pack before it can spawn. No phase skipping. No governance gap between phases.
Accounts are scored and segmented by propensity, risk, and commercial profile. Phase A seals a Proof Pack. Phase B cannot spawn until Phase A's evidence record is validated at the entry gate.
Targeted engagement actions execute against the scored segment from Phase A. Usage gap closures, activation nudges, and onboarding follow-ups — each action governed by the 9-gate pipeline. Phase B seals its own Proof Pack before Phase C can begin.
Revenue motions execute: renewal outreach, expansion offers, contract triggers. High-value decisions route to HITL. All actions produce sealed evidence before the phase closes. Phase C cannot proceed without Phase B's evidence record at its entry gate.
Post-conversion health monitoring, churn signal tracking, and outcome measurement. The combined Proof Pack chain — Phase A through D — forms the complete evidence record for the Quarterly Value Review and Capacity Created measurement.
Your Arka Outcome Engineer starts with a 30-minute discovery call. We identify where Capacity Created is achievable, scope a 4-month Pilot, and co-sign your Baseline — before any autonomous execution begins.