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03 — Thrust

AI Propulsion

From use-case triage to a monitored model governed like any other critical system.

AI Propulsion illustration

Overview

Applied AI with an evaluation harness, a cost model and a person in the loop.

We begin by killing the use cases that will not pay back. What survives goes through a short proof of value on real data, with a measured baseline and an honest cost per transaction before anyone commits to building.

Production means evaluation sets, drift detection, versioned prompts and retrieval, and a documented escalation path to a human when confidence drops.

What the engagement covers

01

Use-case triage

Scored on value, feasibility, data readiness and unit economics.

02

Document intelligence

Extraction and classification across contracts, claims and invoices.

03

Grounded assistants

Retrieval over your own corpus with citation and confidence thresholds.

04

Forecasting and optimisation

Demand, pricing and scheduling models in the operational loop.

05

MLOps

Reproducible training, model registry and automated evaluation gates.

06

AI governance

Model cards, bias testing, audit trails and human review by design.

Typical results

0weeks to proof of value
0%straight-through processing
0%decisions traceable
0%cost per transaction removed

How we run it

01

Survey

Two to four weeks measuring the real baseline: cost, reliability, delivery speed and where the friction actually sits.

02

Plot

A target architecture and a sequenced roadmap where every stage carries its own business case and can stand alone.

03

Launch

Two-week iterations with working software at the end of each, shipped through the pipeline we are building with you.

04

Sustain

Managed running against published targets, handed back to your team whenever they are ready to hold it.

Questions we get

Grounded retrieval, an evaluation set that runs on every change, and a confidence threshold that routes weak answers to a person.

No. We deploy inside your tenancy with contractual guarantees against training use.

Not always — but a use case with unusable data will fail, and triage tells you which one you have.

All services

Not sure which one?

Describe the problem in three sentences. A practice lead replies the same day with an honest read on whether we are the right call.

Talk to a lead

hr@nxelite.io

Next step

Ready to plot the trajectory?

A ninety-minute working session with our practice leads. No deck — we look at your actual constraints and tell you where we would start.