# Mirage Metrics

> AI agent deployment company for complex operations. We build and deploy AI agents that automate the operational layer between documents, systems, and field teams — from order entry to document processing to geoscience analysis. Our engineers deploy forward-deployed, working directly inside your operations.

Mirage Metrics connects to 200+ enterprise systems (ERP, TMS, SCADA, telematics) and deploys AI agents in days, not months. Our agents are deterministic-first systems with explicit scopes, validation rules, and escalation paths — not free-form chatbots.

## Products

- [OrderFlow](https://miragemetrics.com/orderflow): AI agent for order entry automation in logistics and distribution. Reads purchase orders from email, PDF, EDI and phone. Creates validated entries directly in ERP without manual re-entry.
- [CargoScribe](https://miragemetrics.com/cargoscribe): AI document processing agent for freight and supply chain. Automates extraction and reconciliation of shipping documents, bills of lading, customs forms and invoices.
- [Mining Exploration AI](https://miragemetrics.com/mining-exploration): AI-powered geoscience platform. Analyzes geological data, predicts mineral deposits, and optimizes exploration strategies.
- [Mining Operations AI](https://miragemetrics.com/mining): AI agents for equipment telemetry monitoring, failure detection, and fleet performance optimization in mining operations.
- [Construction AI](https://miragemetrics.com/construction): AI agent for construction document processing, plan reading, cost estimation, and project coordination.
- [Document Intelligence](https://miragemetrics.com/document-intelligence): Enterprise AI document processing platform. Extracts, classifies and validates data from any business document at scale.

## Key pages

- [Homepage](https://miragemetrics.com): Platform overview, 200+ connectors, forward-deployed model, client testimonials
- [About](https://miragemetrics.com/about): Company overview, founders (Mehdi Yacoubi, Ayyoub El Amrani), mission, geographies
- [Mission](https://miragemetrics.com/mission): Company mission and approach to AI for complex operations
- [Strategic Systems](https://miragemetrics.com/strategic-systems): Forward-deployed engineering model — engineers working inside your operations
- [Compare](https://miragemetrics.com/compare): Technology comparisons — OCR vs AI, OCR vs LLM, AI agents vs RPA
- [AI Agents Guide](https://miragemetrics.com/ai-agents-guide): Complete guide — what are AI agents, how they differ from RPA, real examples
- [Blog](https://miragemetrics.com/blog): Operational insights on AI agents for logistics, construction, and mining
- [Case Studies](https://miragemetrics.com/case-studies): Real-world implementations with measurable outcomes
- [Contact](https://miragemetrics.com/contact): Book a demo or discuss a project

## Technology comparisons

- [OCR vs AI Document Processing](https://miragemetrics.com/compare/ocr-vs-ai-document-processing): What OCR does vs what AI document processing does. When templates fail. Why AI works without them.
- [OCR vs LLM](https://miragemetrics.com/compare/ocr-vs-llm): How LLMs changed document processing. When you still need OCR. How they combine.
- [AI Agents vs RPA](https://miragemetrics.com/compare/ai-agents-vs-rpa): Why RPA breaks in document-heavy workflows. What AI agents do differently. When to switch.

## Deployment model

- Forward-deployed engineering: Mirage engineers work inside your operations, not remotely
- We integrate into your existing systems — ERP, TMS, SCADA — without asking you to rebuild
- Agents go live in 4-6 weeks on one real workflow
- We don't replace your ERP/WMS/TMS — we add an operational intelligence layer on top

## Target industries & use cases

- Logistics & distribution: order entry automation, exception handling, shipment tracking, peak season management
- Construction: plan reading, cost estimation, DCE processing, CCTP analysis, project coordination
- Mining & extraction: geological data analysis, deposit prediction, equipment monitoring, fleet optimization
- Manufacturing: workflow automation, quality control, production monitoring
- Finance, insurance, pharma, and other document-heavy operations

## Technology

- Hybrid approach: foundation models + fine-tuned task-specific models trained on customer data
- Agent orchestration via explicit workflows and state machines — not free-form chatbots
- Full auditability and traceability of all agent outputs
- Enterprise-grade security: end-to-end encryption, identity-based access controls, NDA before everything
- 200+ connectors: SAP, Oracle, Microsoft Dynamics, Salesforce, custom ERP/TMS/SCADA systems
- Deployment in weeks, not months

## Company

- Founded by Mehdi Yacoubi and Ayyoub El Amrani (École Centrale Paris)
- Active deployments in France, Spain, Morocco, and USA
- Mission: automate the messy coordination layer between documents, systems and field teams

## French version pages

- [Accueil](https://miragemetrics.com/fr)
- [À propos](https://miragemetrics.com/fr/about)
- [Mission](https://miragemetrics.com/fr/mission)
- [Strategic Systems FR](https://miragemetrics.com/fr/strategic-systems)
- [Comparaisons](https://miragemetrics.com/fr/compare)
- [OrderFlow FR](https://miragemetrics.com/fr/orderflow)
- [CargoScribe FR](https://miragemetrics.com/fr/cargoscribe)
- [Construction IA FR](https://miragemetrics.com/fr/construction)

## Full content index

- [Blog index](https://miragemetrics.com/blog)
- [Sitemap](https://miragemetrics.com/sitemap-index.xml)
- [robots.txt](https://miragemetrics.com/robots.txt)