Industries · Manufacturing
AI agents for manufacturing, from the shop floor to the office.
For engineering and component manufacturers, we build agents that cost each job against its quote, match stores stock, trace rejections and report on every shift.
Reads from
- ERP
- Production data
- Machine data
- Maintenance log
Your HubKnowledge, skills and toolsDelivers to
- Telegram
- Spreadsheet
Where the time goes
Cost is decided on the floor and discovered in accounts.
Production, stores, quality and accounts each keep their own records, so the full picture of a job arrives too late to act on.
Job cost known after the job ships
Actual material, labor and rework reach the ledger a month after the job shipped at the quoted price.
Stock that drifts from the system
Issue slips, returns, scrap and material sent to subcontractors are logged by hand, so stores and system stock quietly drift apart.
Plan and actual meet too late
Supervisors know a line fell behind, but the plan, the machine log and the downtime reasons meet only in a report assembled days later.
Rejections traced by memory
A quality issue means asking around to find who ran that batch, on which machine and shift, with whose material.
What we build
Agents we build for a plant like yours.
Each one works from your own records, and anything that changes cost, stock or quality goes to the right person to decide.
/shift-reportWorkflow · After each shiftPlan against actual, every shift
Compares planned output with what each line produced and lists downtime with its logged reason. The floor sees it on a board, and leadership gets a morning summary.
- Reads
- Production data · Machine data · Maintenance log
- Delivers to
- TV board
- Telegram
/job-costingWorkflow · Each dayActual job cost against the quote
Compares material, labor and rework booked on every open job with its quoted price. Jobs heading over cost are flagged to the production and accounts heads, who decide the response.
- Reads
- ERP · Production data · Accounts
- Delivers to
- Spreadsheet
/rejection-traceChat · When someone asksTrace a rejection to its source
When a part is rejected, a quality engineer asks in chat and gets the machine, shift, operator and material lot behind it, with the records it came from. The quality team decides disposition.
- Reads
- Production data · Quality records · ERP
- Delivers to
- Web chat
More agents we build
/material-checkWorkflow · Every eveningStores and subcontract material, matched
Matches issues, returns and scrap against system stock, and material sent to subcontractors against parts received back. The stores lead gets the gaps and decides any adjustment.
/quote-draftWorkflow · When an inquiry arrivesA first-draft quote from past jobs
Builds a costed draft quote from the bill of materials, your rate list and what similar past jobs actually cost. The estimator reviews it and sets the price.
/ask-the-floorChat · When someone asksAsk about the floor in plain language
Supervisors and managers ask which jobs are late and what is holding them, in English or their own language, and get a short answer with its source and time.
Where to start
Start where the floor can check it.
Build the shift report first. It reads production and machine data you already record, the floor checks it against what they saw every day, and the same connections then carry job costing and rejection tracing.
- Output and downtime match what supervisors saw on the floor.
- Each figure names the record it came from.
- It is ready before the morning meeting without anyone assembling it.
Other industries
The same foundation, other industries.
Each industry runs on its own records and routines. The Hub underneath stays the same.