Enterprise Accountable AI Architecture,
in one picture

One machine under every engagement — decode → graph → act — run on a version-controlled dynamic agent harness, by named AI agents that work like humans, with a human signing every consequential action.

🌐Web📱Mobile🎙Voice</>API / MCP / A2A💬Slack💬Teams🗂JIRAEmailCLITouchpoints
Vouchstone Accountable AI Platform
Studios
📄Intake Studio

15-min brief, quote in 60s

🔀Workflow Studio

DAG builder, milestone plans

Knowledge Studio

Connected graph + code graph

Harness Studio

Versioned skills, connectors, runbooks — per tenant

The engine · one machine under every engagement

① Decode

Sub-graph by sub-graph

Infra, tooling, code, contracts, processes — each decoded exactly.

② Graph

Connected living graph

Sub-graphs connected; every value carries lineage + confidence.

③ Act

The pod ships on it

Provable parity, safe automation, grounded answers.

OrchestratorEvaluates tasksBuilds execution planAssigns agents
LLM ecosystemClaude OpusGPT-4oGeminiLlamaMistral

⬡ Dynamic Agent Harness — the compounding core

The integration layer, as code: lets agents plug into your stack, identity, and tools, and act safely inside your cloud. Every engagement commits to it; the next checks out where the last left off. Version-controlled per tenant — adopt the pod and the whole history is yours.

#1 migration · +finance sub-graph · +12 connectors#2 automation · branched from #1 · +skills#3 AI adoption · reused all above · faster

◎ Connected Knowledge Graph

InfraToolingCodeContractsDataconnected → one living graph

Named AI Agents — Tier 1–4 autonomy

Persistent memory · versioned skills · signed identity — they work like teammates

P

Priya

Contract Analyst

M

Marcus

IT Ops & Incident

M

Maya

Customer Support

F

Felix

Compliance & Audit

A

Atlas

Data & Pipelines

V

Vega

Finance & Invoices

📋 Join the standup💬 Answer in Slack🔀 Open PRs & commit🎙 Talk & be questioned

🔧 Tools

  • REST / gRPC / GraphQL
  • CDC / Debezium / Kafka
  • MCP & A2A protocols
  • Browser / RPA bridge
  • Sandboxed coding
  • SFTP / file connectors

⬡ 5-Layer Memory Stack

WorkingRedis
EpisodicPostgreSQL
SemanticChromaDB
ProceduralNeo4j
Meta-MemoryControl Plane
Observability & Governance
🗺Execution Map

ReactFlow DAG

Activity Feed

Event timeline

🛡Audit Trail

Hash-chained ledger (Ed25519)

ABAC + RACI

Policy & roles

$Cost Governance

Budgets & hard-cap alerts

👁Shadow Mode

Parallel-run scoring

Reverse SLA

Auto-computed from the ledger

Action Gateway Pipeline
ABAC Policies
RACI Resolution
Cost Budget Check
Shadow Compare
Human Sign-off
IntegrationsPostgreSQLMySQLOracleSnowflakeSAPWorkdaySalesforceJIRAGitHubSlackTeamsServiceNowAWSAzureGCP70+ enterprise integrations
Trust & Security StandardsSOC 2 Type 1HIPAAGDPRCCPAISO 27001

U.S. Patent 12,536,365 B1 · Deployment: SaaS · customer-VPC (BYOK) · fully in-customer / air-gapped — on a certified stack profile (Azure / AWS / GCP / self-managed).