AI & Automation

From use-case triage to production models governed like any other critical system.

Overview

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

We start by killing the use cases that will not pay back. What survives goes through a short proof of value with real data, a measured baseline and an honest cost per transaction before any commitment to build.

Production means monitoring, drift detection, evaluation sets and a documented escalation path to a person. Governance is designed in, not retrofitted for audit.

What the engagement covers

Use-case triage

Value, feasibility and risk scored before a line of code.

Document intelligence

Extraction and classification across contracts, claims and invoices.

Conversational assistants

Retrieval-grounded assistants over your own knowledge base.

Forecasting and optimisation

Demand, pricing and scheduling models in the operational loop.

MLOps

Versioned data, reproducible training and automated evaluation gates.

AI governance

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

Typical results

0%straight-through processing

0weeks to proof of value

0%decisions traceable

0%cost per transaction removed

How we run it

Discover

Two weeks inside your operation. We measure the baseline, meet the people who do the work and write down what is actually true.

Design

An architecture and a sequenced roadmap, each phase carrying its own business case so you can stop at any point and still be ahead.

Deliver

Small teams, short cycles, working software every fortnight. Progress is visible on a board you can open at any time.

Sustain

Handover with runbooks and training, then managed support at whatever level suits your internal capability.

Questions we are asked

Not always, but a use case with unusable data will fail. The triage step tells you which is which.

Every assistant ships with an evaluation set, grounded retrieval and a confidence threshold that routes low-scoring cases to a person.

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

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Not sure where to start?

Send us the problem in three sentences. A practice lead replies within one business day with an honest read on whether we are the right fit.

Talk to a lead

hr@ppathus.com

Next step

Let's map the path forward.

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

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