All industries

[ Primary beachhead · Manufacturing ]

AI for
manufacturing operations.

Production reporting, SOP knowledge, maintenance coordination, inventory visibility, quality documentation, quoting. We build practical AI systems for manufacturers that operate on tight margins and repeatable processes — and we measure ourselves by cycle time, throughput, and capacity, not novelty.

Best for Mid-market manufacturersSweet spot $10M – $250MTeam size 50 – 500Lead-in Workflow audit
Atmospheric interior of a modern manufacturing space

[ What we hear ]

The patterns
repeat across plants.

Different products, different processes, similar bottlenecks. These are the workflows operators ask about first.

  • Shift reports are produced by hand and arrive too late to act on
  • SOPs live in PDFs and binders that the team does not search
  • Maintenance issues are logged inconsistently across shifts and lines
  • Inventory visibility lives in one head and surfaces only after a stockout
  • Quoting and RFQ response cycles eat days of senior engineering time
  • Quality documentation slows the line without improving the data
Macro detail of a precision manufacturing component

[ Workflows ]

Six workflows
worth auditing first.

We start with the workflows where baseline data exists, the ownership is clear, and the time saved compounds across every shift.

Production reporting

Drafts shift summaries, flags exceptions, and consolidates throughput data across lines so leadership sees the day before the day ends.

SOP knowledge access

Operators ask in plain language, get the approved guidance, and stop interrupting senior staff for routine answers.

Maintenance coordination

Logs issues consistently, drafts work orders, and routes to the right technician with the right context attached.

Inventory visibility

Watches stock thresholds, flags anomalies, and surfaces the reorder decisions before the line goes down.

Quality documentation

Captures inspection data, drafts non-conformance reports, and keeps the paper trail audit-ready without slowing the line.

Operations visibility

Pulls KPIs from the systems already in use and assembles the leadership view — no new dashboard to maintain.

[ Sample agentic ecosystem ]

A coordinated team
around your operations.

Not one chatbot. A small fleet of agents that route, retrieve, draft, escalate, and report — supervised by your team, measured against your KPIs.

  1. 01Production status agent
  2. 02Maintenance routing agent
  3. 03Quality documentation agent
  4. 04Inventory analyst agent
  5. 05SOP knowledge agent
  6. 06Operations reporting agent

[ Geographic edge ]

Strong fit
in PR and the Caribbean.

Puerto Rico's manufacturing sector generates close to half of the island's GDP — pharma, medical device, and advanced manufacturing are concentrated here. The workflows agentic systems strengthen — SOP access, quality documentation, production reporting, maintenance coordination — are the same ones these plants run on every shift.

We deliver bilingual implementation where the operations require it, and our base of operations covers the continental US, Puerto Rico, and the wider Caribbean.

Built for the shop floor and the systems above it

Pick the workflow
eating your plant this quarter.

A workflow audit returns a prioritized opportunity map and a build proposal — whether or not you build with us.