AI integration

AI integration for manufacturing.

Factory systems were built before AI was practical, and they still run the business. We integrate AI into the ERP, the catalog, and the paperwork you already have, without a rip-and-replace, and we train your team to own it.

Where AI pays first

Quality inspection

Computer vision that catches defects human inspectors miss, on the line and in packaging, before they ship.

Predictive maintenance

Models that flag equipment failures before they happen, cutting unplanned downtime and maintenance cost.

Product data at scale

Catalog enrichment, classification, and search across millions of SKUs, so customers and reps find the right part the first time.

Export and customs documentation

Automated extraction and preparation of the paperwork that moves goods across borders, with a human approving what files.

Order and ERP automation

AI-driven routing and data entry between your ERP, portals, and suppliers, removing the manual handoffs between systems.

Field and offline operations

Assistive tools that work where your teams do, including offline-first environments far from the factory floor.

Proof

Work in manufacturing, with the numbers published.

200%

Speed improvement on a unified B2B platform carrying 10M+ products from 10 manufacturers. Innovative IDM

80%

Reduction in manual customs documentation for the world’s leading KSM-66 Ashwagandha exporter. Ixoreal

30+

Countries served by three interconnected platforms, from factory floor to offline-first field catalog. Harsco Rail

How the work runs

Every engagement follows the same shape: a 2 to 3 week workflow audit that finds where AI creates measurable impact, a build phase of 4 to 10 weeks inside your existing systems, and team training so the capability stays when we leave. It runs on Enspirit Delivery OS, our governed delivery system, and the change is measured against your own baseline. The full process is on the AI integration page.

Questions

What manufacturing teams ask.

Yes, and that is the normal case, not the exception. We work inside your existing systems rather than asking you to replace them. The audit maps what you run today, and the integration layer connects AI to it. We unified 10 million products from 10 manufacturers onto one platform without a rewrite.
Not a moonshot. It means the workflows that burn the most hours, quality checks, product data, customs paperwork, order entry, get AI built into them one at a time, each measured against a baseline. Transformation is the compound effect, not a single project.
It is real where the conditions are right: consistent imaging, defined defect classes, and a feedback loop with your inspectors. Where the conditions are not right, we say so in the audit rather than building something that gets turned off.
The workflow audit is 2 to 3 weeks. Implementation runs 4 to 10 weeks depending on scope. You see the first integration in production well inside a quarter, measured against the baseline we took in week one.
It has to, which is why documents are prepared by the system and approved by a person. For one export operation we cut manual documentation work by 80% while keeping the full export lifecycle managed and auditable.
AI integration · Manufacturing

Not sure where AI fits in your operations?

Start with a workflow audit. We will tell you where AI creates real value in your stack and where it does not.