Solutions
Fourteen outcomes Foreman delivers inside automotive Tier 1 and Tier 2 manufacturers, grouped by the function that feels the pain — operations, engineering, supply chain, customer experience, and commercial & marketing. Same product across all of them: agentic decision layer, digital twin, and agent engine.
For the people who run the line
Operations
OEE recovery in-shift. Don't wait for Monday to find the bottleneck.
Foreman's agent watches OEE in real time, surfaces the right root cause the moment a line starts losing throughput, and proposes the corrective action your team would have taken, without waiting for the weekly review deck.
Built on · Decision Layer · Digital Twin
Read detailsOperations
Asset signals correlated across historian and MES. 'Worth a maintenance ticket' moments before the line stops.
We don't replace your CMMS. We make it smarter, by correlating asset signals across your historian and MES, then surfacing the moments worth a maintenance ticket before the line goes down.
Built on · Digital Twin · Agent Engine
Read detailsOperations
Defect causation pinned to station, shift, and parameter, with a corrective-action draft attached.
Pair quality reports with upstream process data. Foreman explains which station, which shift, which parameter drove the spike, and writes the corrective-action draft for your engineer to review.
Built on · Decision Layer · Digital Twin
Read detailsFor the people who keep it running
Engineering
Hypothesis-ranked RCA over MES events, with audit trail. Replaces the spreadsheet hunt.
Stop building the same RCA spreadsheet at the start of every incident. Foreman runs hypothesis-ranked root-cause analysis across MES events, asset signals, and shift logs, and produces an audit trail your quality team can sign off on.
Built on · Agent Engine · Decision Layer
Read detailsEngineering
Changeover playbooks and parameter tuning encoded as agent workflows your team can edit.
Your changeover playbooks and parameter tuning don't live in a black box. They live as agent workflows your engineers author, version, and edit. Foreman runs them automatically, with its working shown.
Built on · Agent Engine
Read detailsFor the people who keep parts moving
Supply Chain
Supplier ETAs, raw-material inventory, and production schedule in one agent view. Catches the shortage before it stops your line.
Foreman correlates supplier confirmations, in-transit material, and the next-week production schedule against your raw inventory. The agent surfaces “you'll be short on part X by Wednesday” with the recommended pull-forward, substitution, or expedite, before the planner spots it in the spreadsheet.
Built on · Decision Layer · Agent Engine
Read detailsSupply Chain
On-time-in-full risk to your OEM, surfaced before the miss, not on the Monday OEM scorecard.
Foreman watches finished-goods inventory, the OEM's call-off schedule, and your carrier ETAs. The agent flags shipments at risk of slipping OTIF and proposes the recovery action — partial ship, route swap, or expedite — with the working shown to your account manager.
Built on · Decision Layer · Digital Twin
Read detailsSupply Chain
Cash trapped in safety stock, surfaced SKU by SKU, with a rebalance proposal that doesn't break OTIF.
Foreman analyzes stock turns, demand variance, and lead-time reliability across your SKU base. The agent proposes safety-stock adjustments and rebalances that free working capital while keeping your OEM commitments intact. Your planner approves, Foreman drafts the system updates.
Built on · Digital Twin · Agent Engine
Read detailsFor the people who own the OEM relationship
Customer Experience
PPM, OTIF, 8D response time tracked live. The quarterly review stops being a surprise.
Foreman ingests OEM scorecard signals — defect PPM, OTIF, response-time SLAs — and watches them shift in real time. The agent surfaces score drift the week it starts, drafts the corrective-action narrative your account manager would have written on the Sunday before the QBR.
Built on · Decision Layer · Digital Twin
Read detailsCustomer Experience
OEM warranty returns traced back to the production batch, the shift, and the parameter that drove the failure.
Foreman pairs incoming warranty returns with internal batch data, station logs, and parameter history. The agent identifies which production window produced the failed parts and drafts the 8D root-cause section — your quality engineer reviews and signs.
Built on · Agent Engine · Decision Layer
Read detailsCustomer Experience
OEM field failures tied back to your process parameters. Recurrence prevented at the line, not promised in a deck.
Foreman watches OEM-reported field failures by VIN, batch, or component, traces them to the upstream production parameters that produced them, and recommends process-change candidates your process engineer can adopt. Closes the loop from “OEM complaint” to “parameter change on the line.”
Built on · Decision Layer · Agent Engine
Read detailsFor the people who turn capability into nominations
Commercial & Marketing
Incoming OEM RFQ to drafted response in hours, not weeks. Cost, capability fit, and lead time already filled in.
When an OEM RFQ lands, Foreman reads the drawing, the BOM hint, and the capability requirements, and drafts the response in the OEM's preferred format: cost estimate against your historical programs, capability-fit narrative tied to real won work, lead-time commitment grounded in current capacity. Your commercial team reviews and signs — they stop writing from scratch on every package.
Built on · Decision Layer · Agent Engine
Read detailsCommercial & Marketing
Nominated programs get a tailored pitch deck, not a recycled one.
Foreman reads the OEM's stated requirements for a nominated program, finds your historical wins on similar programs, checks current capacity, and drafts the pitch deck — cover, capability narrative, fit examples, pricing approach, lead-time story. Your commercial team reviews. The deck reflects this OEM, this program, this year — not the deck you sent the last three OEMs.
Built on · Agent Engine · Decision Layer
Read detailsCommercial & Marketing
LinkedIn, trade-show, and press content grounded in your real program data — not your imagination.
Foreman watches automotive industry signals — relevant OEM announcements, target-program news, technology trends — and drafts LinkedIn posts, trade-show talking points, and press notes tied to your active programs and capability strengths. It knows which programs are public and which are under NDA. Your marketing lead reviews and publishes.
Built on · Agent Engine
Read detailsTell us which of the five you want to fix first. A 30-minute call to walk through your MES, your shift workflow, and where Foreman could meaningfully change your week.
