Agentic maintenance copilots
Models that triage alarms must sit inside policy: work-order creation limits, safety interlocks, and rollback when confidence drops. See our production AI playbook.
Industry — Manufacturing & Industrial
Industry 4.0 with Governed AI and Trusted Data
Factories generate more telemetry than most cloud-native enterprises—vibration spectra, thermal profiles, vision streams, and traceability events. Xenqube is a software partner: we integrate those streams via your historians, OPC/MQTT surfaces, cameras, MES APIs, or partner platforms—not by selling plant hardware. The leverage is resilient software—inference-ready pipelines, guarded copilots, OT segmentation patterns suited to software-defined networking, audit trails—for decisions that survive audits and recalls.
Predictive maintenance AIVision quality & metrologyDigital threadOT/IT zero trustEnergy & OEE analyticsSupplier provenance
2026 manufacturing technology trends
Inference-ready software
Where your latency policy points (edge compute you already deployed, VPC, hybrid), we integrate model deployment, versioning, rollback, drift checks, and policy—mirroring disciplined MLOps in regulated sectors. Accelerator choice remains your infra and OEM stack; Xenqube does not procure edge GPUs.
Circular economy reporting
Customers increasingly require embodied carbon and recyclability attestations interoperating with ERP and supplier networks—good candidate for cryptographic proofs layered on ERP.
What Xenqube builds
Industrial IoT + AI software
Normalize time-series ingestion from partner historians and brokers, labeling workflows and lineage, anomaly stacks, RCA copilots, SME escalation—all software on data you authorize—see industrial IoT AI integration use case.
Computer vision QC
Line-aware models wired to vendor camera or imaging APIs plus preprocessing pipelines, calibration discipline in software, controlled promotion gates—false-positive budgets your operators tolerate.
Secure integration layer
MES/ERP adapters, IAM for service accounts, secret rotation, segmented connectivity—we configure software paths; cabling and PLC hardware stick with your OEMs.
Trustworthy event records
Selective anchors for batches, deviations, calibration events, or SCAR workflows when immutability wins disputes.
Related links
Bring representative telemetry samples, outage economics, OT diagrams, and your integration vendor contacts—we prioritise measurable downtime/scrap workloads and ship software integrations, not factory hardware.
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