AI that keeps the line running.
Predictive maintenance before the breakdown. Defect detection before the shipment. Supply-chain visibility before the escalation. Plant managers stop asking when — they ask why.
What your team is doing by hand today.
If any of these sound familiar, there's an AI product that can take them off your plate.
- 01Maintenance is reactive — the line stops, then someone figures out why.
- 02Quality escapes are found by customers, not by your QA process.
- 03Supply chain visibility ends at the edge of your ERP.
- 04Shop-floor data exists but nobody trusts the dashboards.
Work that moves from “someday” to “done.”
We build these as production AI products inside your infrastructure. You get the workflow. Your team gets the time back.
- Production log analytics and anomaly detection
- Predictive maintenance from sensor + work-order data
- Quality inspection vision on line cameras
- Supply chain visibility across POs, invoices, and shipments
- Energy-cost optimization per line/SKU
- Safety-incident root-cause analysis from unstructured reports
Numbers this kind of engagement typically moves.
Illustrative benchmarks based on comparable deployments and the patterns we've proven on AI2BI Hub. Every engagement sets its own success metrics in Phase 1.
You focus on your business. We handle the AI.
You shouldn't need to hire a machine-learning team to run a better operation. That's our job.
CostTrail scopes the problem, picks the model, builds the product inside your infrastructure, and wires in the CI/CD, observability, and on-call that keep it running. You approve the scope. We ship. You own what we build.
Two-week paid discovery. 2-week shipping sprints. Weekly demos. Eval-gated deploys. No vapor, no “enterprise AI transformation” decks.
AI2BI Hub products that already solve pieces of this.
Every one of these is a production AI product we built and shipped ourselves. For a manufacturing & industrials client, we adapt them to your data, your perimeter, and your governance.
Same engine. Different vertical.
- Financial Services
Six live AI products shipping to finance teams today — document intelligence, ERP Q&A, FinOps anomaly detection.
- Healthcare & Life Sciences
Structured intelligence on unstructured clinical data — deployed inside your HIPAA boundary.
- EdTech
Learning data turned into action — student success, content intelligence, operations automation.
Let's scope an AI product for your manufacturing & industrials team.
Book a 30-minute discovery call. We'll talk through the workflows that are eating your team's time and which ones are realistically automatable.