Forward Deployed Engineering · AI

AI in production, at the heart of your operations.

Symea works alongside your teams, finds where AI saves time and adds visibility, and ships systems that run in production — not demos.

  1. Calls, emails, documentsWhat your customers actually say
  2. Structured dataClassified, matched to your reference data
  3. Operating KPIsReliable, current, traceable

Three ways to put AI to work.

i.

Your conversations become KPIs

Most of what your customers experience goes through phone calls, emails and documents — and never reaches your dashboards. We transcribe, classify and match these exchanges to your reference data to turn them into reliable KPIs.

  • Call transcription and classification
  • Structured extraction from emails and documents
  • Every figure links back to its source exchange

ii.

AI agents in production

Taking bookings, handling inbound requests, preparing files: agents that act inside your tools. The model understands the request; your business rules stay as verifiable code.

  • Real-time voice agents
  • Automated request handling
  • Human review where it matters

iii.

An embedded engagement

The Forward Deployed Engineer model: an engineer who works with your teams, on your data and inside your tools, all the way to production.

  • Diagnosis of where the value is
  • Prototype on your real data
  • Production rollout and handover

Systems that run, not mock-ups.

Pharmaceutical distribution

What pharmacy calls say, finally measured.

A distributor takes calls from pharmacies every day: orders, availability, stockouts, complaints. None of it left a usable trace.

Every call is now transcribed, classified by reason and matched to the product catalogue. Management tracks the service rate and the demand lost to stockouts, and every figure links back to the calls behind it.

100%
of customer calls analysed, not a sample
In packs
lost demand, measured in the unit sold
Same day
KPIs updated the day the calls happen

Restaurants

A voice receptionist that takes bookings.

A voice agent talks with the guest in real time, understands the request — date, time, party size —, checks availability and records the booking.

The model handles the conversation; table capacity and booking rules stay as deterministic code.

Demo available on request.

Request a demo →

Close to the ground, all the way to production.

  1. Diagnosis

    Time on site with your teams to find where AI saves time and adds visibility.

  2. Prototype

    A first version on your real data, judged by the people who will use it.

  3. Production

    Integration with your tools, guardrails, and quality monitoring over time.

  4. Handover

    Code, documentation and transfer: your teams stay in control.

Calls, emails or documents you get nothing out of? Let's talk.

contact@symea.fr