AI agents for complex operations
For freight, construction, manufacturing and mining. First workflow in production in 4 to 6 weeks.
In production at
More than 30 clients in France, Spain, Morocco, Egypt, Saudi Arabia and the United States, served from Paris, Barcelona and Casablanca.
What Mirage delivers
Mirage is a platform, a team of forward deployed engineers, and a set of industry systems built on top of both.
One operating layer across your existing stack.
Complex operations rarely run in one system. The real workflow moves between ERP software, spreadsheets, email, documents, field systems, databases, sensors and people. Mirage connects that environment and gives agents the context and the permissions required to execute inside it.
Connect
Connect ERP, TMS, WMS, SCADA, telematics, databases, email, documents, APIs and field systems. No migration required.
Model
Represent the objects, relationships and rules that matter to your operation, so agents work from shared context.
Execute
Read inputs, retrieve context, apply rules, update systems, initiate actions and escalate exceptions.
Govern
Define permissions, confidence thresholds, approval paths and escalation rules. Every action stays logged and traceable.
Operate
Control rooms, operational applications, review queues, alerts and mobile workflows, built around the operation.
01
Connect
Connect ERP, TMS, WMS, SCADA, telematics, databases, email, documents, APIs and field systems. No migration required.
02
Model
Represent the objects, relationships and rules that matter to your operation, so agents work from shared context.
03
Execute
Read inputs, retrieve context, apply rules, update systems, initiate actions and escalate exceptions.
04
Govern
Define permissions, confidence thresholds, approval paths and escalation rules. Every action stays logged and traceable.
05
Operate
Control rooms, operational applications, review queues, alerts and mobile workflows, built around the operation.
Catches a drawing change before it costs you on site.
Production starts in the operation.
Built for production from day one. Validate the workflow on your data in week one, then put one scoped workflow into production, with a forward deployed engineer on site beside your team.
Observe
Week one on site. We watch the workflow as it actually happens and validate it on your data.
Map
Every handoff, document and system in the chain, written down.
Build
The first agent, scoped to one workflow, built against your data.
Run
In production with your team, under supervision, until it holds.
Expand
The next workflow, then the next. Same layer, same engineer.
Tell us which workflow is costing your operation the most time.
Real deployments, not demos.
Frequently asked questions
Mirage Metrics builds and operates AI agents for complex operations in logistics, construction, mining and manufacturing. The agents read the documents an operation runs on, check them against the systems in place and write the result back, with a person reviewing the exceptions. Engineers deploy inside the client's environment.
4 to 6 weeks to a production deployment, on the client's own documents from day one. A proof of concept comes first, one week after the first meeting.
No. Mirage connects to the ERP, TMS, WMS, maintenance and document systems already in place, more than 200 systems connected so far, and writes into them. Nothing is migrated.
There is no public price list. An engagement starts with a proof of concept on your documents, then a fixed-price pilot you can stop after, then an annual subscription priced by volume.
Mirage Metrics was founded in 2024 by Mehdi Yacoubi and Ayyoub El Amrani. Around fifteen engineers work from Paris, Barcelona and Casablanca; the company is incorporated in the United States as Mirage Metrics Corp. Named deployments include Biodéal, Transwin, OFRET, OCBM and John Cockerill.