Sensor-scale streaming, open-format economics, ROI you can audit.
Plant-floor telemetry, ERP transactions, and supplier data joined live in Iceberg. Anomalies flagged before they hit a defect rate report. Predictive maintenance, supplier risk, and demand sensing on the same governed surface.
What’s achievable — measured against your real workload
200K+
messages/sec on sensor topics — design throughput target
60%
faster anomaly detection vs nightly batch — target
30%
targeted reduction in unplanned downtime
$5.8M
modeled annualized recovery on a 12-plant network
What we target in the first 90 days.
Scoped with you in the pilot, sequenced by what gates your sign-off. Each use case pairs to platform primitives, a policy pack, and a measurable outcome — items marked roadmap are built into pilot scope, not sold as shipped.
Audit-ready by architecture, not by checklist.
The frameworks below are the compliance-module roadmap — packs built as policy-as-code with design partners, not certifications we hold today. What is live now: the tamper-evident, HMAC-chained audit trail and enforced masking + row-level security every module builds on.
ISO 27001
Information security management
ITAR / EAR
Export-controlled technical data segregation
FDA 21 CFR 820
Medical device QMS and traceability
AS9100
Aerospace traceability and lot genealogy
GDPR + EU data sovereignty
Plant data residency controls
The buyers who feel this pain on day one.
The systems that matter for your industry.
Some of these connect natively today, some via federated reads, and some are built through the Connector SDK as part of pilot scope — see the roadmap for the honest per-connector tally.
Run a demo on your manufacturing & supply chain data.
We will spin up a private workspace, point it at a sample of your real workload, and show you autonomous classification, agents executing approved actions, and a side-by-side cost compare in under 30 minutes.