A portfolio-grade AI solutions architecture for regulated industry.
Four intelligent pillars. Five C-Suite governance dashboards.
Zero black-box decisions. Every inference explainable. Every action auditable.
Five governance dashboards sit above four autonomous pillars. Every pillar is a domain suite sharing a common four-layer contract — from HITL-enabled presentation surfaces down to a zero-trust GCP infrastructure that makes compliance structurally un-bypassable. Click any node to explore.
Five independent dashboards — each a deep-dive into a single governance domain — that pull aggregated signal from all four pillars. Each dashboard is a standalone page with its own data sources, HITL constraints, regulatory obligations, and GCP architecture.
Each pillar is a domain suite — a collection of AI modules sharing a common data governance spine, identity fabric, and audit ledger. Modules within a pillar communicate via A2A protocol. Every module is built on the same four-layer contract. Click any module row to navigate directly to its page.
CCAI Sales Agent handles inbound qualification through turn 11, autonomously. ContractGuard extracts and risk-scores 200+ clause types. RevRec AI classifies multi-element arrangements before any GL entry posts.
Intelligent procurement from requisition through payment. Supplier intelligence, contract compliance, spend analytics, and AP exception triage — governed by the same HITL and XAI framework as every AE module.
Asset IQ monitors 12,000+ deployed MRI units and predicts remaining useful life to the day. The €40M warranty over-reserve is an engineering problem, solvable with a unified telemetry pipeline and a well-specified RUL model.
Three agents above SAP — not instead of it. Intercompany reconciliation, treasury visibility, and AP exception triage, each operating within a governed intelligence layer. CSRD Scope 3 is a native output of the settlement flow.
Each module across each pillar is designed against the same four-layer stack. Trust is enforced at the infrastructure layer — not the application layer — making compliance structurally un-bypassable.
Every SHAP explanation is written to BigQuery before the HITL checkpoint is created. The audit record cannot be retrospectively amended. XAI is not a dashboard you add after the model ships.
The sap.post_journal_entry() function requires a hitl_id parameter. The SAP write is structurally unreachable without a committed human approval record. Compliance enforced by the write path.
Schema-violating records are quarantined, not discarded. Data loss in a sensor system is irreversible. Every quarantine event generates a steward notification and a reinstatement workflow.
Salesforce and SAP stay exactly where they are. The AE is the orchestration and intelligence layer above them. Every module has a defined autonomy boundary — below it, act. Above it, brief a human and wait.
Munich, Germany · €1.2B Revenue · 4,200 Employees · MRI & CT Imaging · 12,000+ Units · 34 Countries
Sequential handoffs between Sales, Applications Engineering, Legal, Service, Finance, Revenue Recognition, Logistics, and Post-Sales. Each handoff is a human, an email, and a 3–5 day delay.
Revenue recognition, asset failure prediction, and contract risk scoring — all Annex III high-risk. None produce a human-reviewable explanation. A Q3 2025 compliance audit flagged all three.
MRI units send DICOM service events to 6 different regional systems with no common schema. Predictive maintenance is impossible. The €40M reserve exists because nobody can predict failures.
Design, data sources, anomaly model, dual-reviewer HITL, regulatory constraints, and GCP architecture for the financial risk governance dashboard.
↗TFX schema validation, Feature Store lineage, quarantine pipeline, steward reinstatement workflow, and cross-pillar data quality monitoring.
↗EU AI Act Article 14 HITL audit trail, model card registry, SHAP conformance log, regulatory obligation mapping, and cross-pillar compliance posture.
↗BigQuery materialised views, fleet panel, revenue pipeline, CPQ velocity, cross-module KPI aggregation. Five C-Suite panels pulling from all pillars.
↗Carbon Footprint API, GKE workload scheduling, CSRD Scope 3 traceability, real-time emissions telemetry, and hard-deadline bypass constraints.
↗Requirements, stakeholders, pain points, regulatory exposure. The anchor client that drives every design decision in the portfolio.
↗Architecture work products, migration horizons, and ADRs 001–006 across six formal TOGAF design phases.
↗SAFe ARTs, personas, FRD, and eleven HITL checkpoints specifying every human oversight moment in the platform.
↗ADK multi-agent design, A2A protocol, five agent specs with state machines, circuit breakers, and formal autonomy boundaries.
↗Five model cards. Vertex AI Pipelines. SHAP XAI layer. Drift detection and retraining. EU AI Act conformance documentation.
↗Terraform IaC, VPC-SC, GKE, Cloud Run, CMEK, Chaos engineering runbook, and BeyondCorp zero-trust mesh.
↗Buyer map, horizon value, adoption risks, and ADR-016: phased adoption as the EU Act deadline forcing function.
↗All eight modules, dependency matrix, demo pathway index. The München narrative across five modules.
↗ADK multi-agent · CCAI · Dialogflow CX · HITL-01 turn-11 escalation. Full agent state machine and demo pathway.
↗Document AI · Gemini 1.5 Pro · XGBoost · Vector Store. 200+ clause types. HITL-02/03 legal reviewer workflow.
↗XGBoost · SHAP · Salesforce + SAP. ASC 606 multi-element classification. HITL-04/05/09 Finance Controller approval.
↗Isolation Forest · BigQuery streaming · dual-reviewer HITL-08. Real-time anomaly detection across payment flows.
↗RUL regression · Isolation Forest · 12K units · ISO 13485. HITL-06/07 Field Service Manager maintenance scheduling.
↗Carbon Footprint API · GKE scheduling · CSRD Scope 3. Hard-deadline bypass. No HITL — infrastructure governance only.
↗BigQuery materialised views · Looker Studio · 5 panels. Fleet, pipeline, velocity, and cross-module KPI aggregation.
↗TFX Validate · Feature Store lineage · quarantine pipeline. Steward-gated reinstatement. H1 horizon — foundational.
↗Every architecture decision record with alternatives considered, full rationale, and consequences — the complete decision log.
↗One-sentence definitions for every technical term used across the portfolio. EU AI Act, TOGAF, GCP, and ML terminology.
↗Version history, design evolution, and rationale for significant architectural changes across the portfolio lifecycle.
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