From operational intentto governed, measurable outcome.

The Pain

Multi-entity, multi-ERP close: 5–7 days, ~40 hours of manual reconciliation per cycle, variances surfacing 60+ days post-audit.

The Agentic Flow

Sub-ledger sweep across Oracle Cloud + Workday PSA → reconciliation agents per legal entity → judge agents enforce GAAP/IFRS rules → exceptions land in controller HITL queue → close stage advances autonomously.

Before → After

The Pain

Thousands of invoices monthly across six brands; PO/GR/invoice exceptions take 2–4 hours each; early-pay discounts forfeited during investigation.

The Agentic Flow

Invoice ingest → PO + GR cross-walk → policy agent enforces COSO + segregation-of-duties → exception confidence scored → controller queue surfaces only the genuine breaks → credit memos auto-drafted on pricing errors.

Before → After

The Pain

Federal Register, tariff, and supplier disruption signals tracked by hand. Days of cross-functional alignment to size exposure across MM, APO, SD, and Snowflake.

The Agentic Flow

Signal ingestion (policy feeds, supplier email, news) → classification + exposure scoring across SAP modules → Governance Brain-grounded recommendation pack → HITL queue with ready-to-execute SAP actions.

Before → After

The Pain

11M+ data points per shift across PLC, PAT, and environmental sensors. Out-of-spec discovered post-compression — 2–4 batch rejections per quarter, reactive downtime, OEE stuck at the 65% industry average.

The Agentic Flow

Real-time signal correlation across OT/PLC/PAT → anomaly + drift detection agents → judge agents enforce GMP and batch-record citations → operator cockpit triggers HITL correction → maintenance + QA flows fire downstream.

Before → After

The Pain

OEM RFQs lock in 70–80% of program cost during proposal. Manual document triage takes weeks. Assumptions scattered across email, spreadsheets, and PDFs — and re-litigated during development.

The Agentic Flow

RFQ ingest + classify (ECU, ADAS, powertrain, body, infotainment) → feasibility agents apply ASPICE / ISO 26262 profiles → assumption-traceability agent links every assumption to RFQ item, scenario, and cost line → quote pack returned with explicit commitments.

Before → After

The Pain

2,847 daily regulatory signals to triage. Manual docket monitoring, periodic FIFRA label reviews, and PFAS substance lookups across 142 SKUs and supplier SDSs.

The Agentic Flow

24/7 docket and bulletin ingest → classification + jurisdiction routing → judge agents enforce FIFRA, PFAS, and reporting rules → only the 7 signals that truly need human eyes hit the EHS HITL queue.

Before → After

The Pain

Field reps walk into accounts with stale CRM data, no visibility into account-level signals (RFQs, inspection events, OSHA citations), and no agentic next-best action. Pipeline conversion stalls; upsell windows close before reps see them.

The Agentic Flow

Account signal ingest (CRM + inspection feeds + industry alerts) → contextual-intelligence agent scores opportunity by site, SKU, and regulation → next-best-action recommendation cited to the signal that triggered it → rep cockpit surfaces talking points, pricing context, and inventory exposure pre-call.

Before → After

The Pain

CIP and process drift precede hard-alarm limits — by the time SCADA fires, contamination risk is already in the line. Manual root-cause analysis takes days. CAPA documentation against HACCP, FSMA, and 21 CFR audit requirements is hand-assembled — weeks of engineering time per incident.

The Agentic Flow

Multivariate HMM agent detects thermoduric / drift precursors pre-alarm → root-cause agent correlates equipment logs, sensor history, and operator records against the Governance Brain → orchestration agent dispatches ERP quarantine + PLC recalibration in parallel → AR-guided work order with LOTO checklist routed to technician → audit-ready RCA generated automatically with HACCP / FSMA / 21 CFR citation chain.

Before → After