Industries. AI agents for manufacturing workflows.

Where we are strongest

Plastics and polymer manufacturing is our home base.

Primary focus

Plastics and polymer manufacturers.

Plastics operations are maintenance heavy, material sensitive, and full of manual follow up. This is where our background is deepest, across polymer engineering, processing, and quality. Agents we build here translate well into the rest of small manufacturing.

Compounding
Injection molding
Recycling and reprocessing
Packaging
Quality labs
Maintenance intensive equipment

Also a strong fit

Related sectors with similar workflow friction.

The same workflow patterns we see on plastics floors show up across manufacturing SMEs more broadly. The agents look different, but the value comes from the same place: less manual chasing, faster visibility, clearer decisions.

Industry 02

Automotive parts suppliers.

Parts teams coordinating orders, quality records, machine availability, customer requests, and supplier follow up across fast-moving production work.

+Order follow up
+Quality records
+Supplier updates
+Schedule changes
+Customer reporting

Industry 03

Medical devices and regulated production.

Teams that need consistent documentation, inspection follow up, corrective action tracking, and audit readiness without adding more manual trackers.

+Inspection records
+CAPA follow up
+Document control
+Audit evidence
+Quality summaries

Industry 04

Lighting, LEDs, and electronics-adjacent operations.

Production teams balancing component availability, test results, customer requirements, and recurring reporting across mixed manufacturing work.

+Component visibility
+Test summaries
+Production updates
+Warranty follow up
+KPI reporting

Industry 05

Packaging and converting.

Operations where schedules, materials, changeovers, quality checks, and customer delivery updates need to stay coordinated.

+Changeover planning
+Material usage
+Shift notes
+Customer updates
+Scrap tracking

Industry 06

Recycling and material recovery.

Teams tracking incoming materials, machine uptime, contamination issues, quality checks, and outbound reporting across variable operations.

+Material intake
+Equipment issues
+Quality flags
+Yield summaries
+Follow up tasks

Industry 07

Machine shops and industrial SMEs.

Job shops and industrial teams juggling customer orders, quoting, scheduling changes, machine availability, and material status.

+Job status tracking
+Quote support
+Scheduling changes
+Material availability
+Customer follow up

The patterns we see

Common workflow problems we solve.

Industries differ. The day to day operational friction looks similar. These are the patterns that come up in nearly every workflow assessment.

Issues get reported but not followed up

Maintenance and quality flags sit in messages and notebooks. Half get fixed. The rest come back as breakdowns.

Inventory problems appear too late

Resin, components, or consumables run short with no warning. The line stops before procurement knows there is an issue.

Schedules live in too many places

Run plans, changes, and operator updates spread across spreadsheets, chat, and printouts. Nobody has the current picture.

Reports arrive after the problem

End of week or end of month summaries surface yesterday's issues. Managers cannot intervene on what they cannot see in time.

Audit evidence is hard to track

ISO and customer audits depend on records that live across systems. Pulling evidence and corrective actions together is a manual job.

Project updates spread across email and notes

Commitments made in meetings or emails do not always make it into a tracked task. Things stall quietly until someone asks.

Next step

Not sure where to start? Book a workflow assessment.

Tell us about one workflow that is slowing your team down. We will map it together, scope a practical agent, and quote the work. No platform commitment.

Book a workflow assessment → Browse all agents