On-prem AI · UK transport

Hidden cost. Surfaced.

Most transport operators carry margin in places nobody owns: planning assumptions, allocation rules, decisions made in the moment. None of it shows in normal reporting. We find where it's leaking.

Talk to Flow Dynamics 30 days · £10k fixed · Proven via data extract
30
Days
to prove
£10k
Fixed
engagement fee
0
Bytes
leaving your network
The problem

Transport systems usually aren't broken. The cost is just harder to see.

Dashboards. KPIs. Reports. Constant monitoring. Constant explanation. Most operators don't have an information problem. They have a decision problem.

01

Fleet allocation logic

Rules that quietly decide where every vehicle goes, rarely retested against current operating reality.

02

Route assumptions

The shape of "good routing" baked in years ago. Conditions change. The assumptions don't.

03

Load under-utilisation

Trucks moving with margin sitting unused. Visible in retrospect. Invisible in the moment.

04

Untested planning rules

Decision rules no one has properly retested. They keep running because they always have.

That's where transport cost hides.

Proven inside live operations

None of this is theory.

Measured improvements, surfaced inside operating transport businesses, against their own data, on their own infrastructure.

6.9%
Improvement in
fleet allocation
4.6%
Optimisation in
route logic
35.9%
Improvement in
truck load efficiency
£1.3M
Potential variance · identified in one engagement
Flagship engagement

Fleet allocation analysis. No system replacement required.

A 6.9% improvement opportunity uncovered in fleet allocation logic. The customer's planning systems weren't broken. The allocation rules underneath them just hadn't been retested against current operating reality.

The model found it. The team acted on it. Nothing was ripped out.

Two-phase engagement

How it works.

1 Phase 1 · First 30 days

Data extract & proof

We start with a slice of your data: extracted and handed to us, with nothing wired into your live systems. We build the models and prove the savings are real, before any hardware or bigger commitment.

2 Phase 2 · Next 60 days

On-site proof of concept

Once the savings are proven, we ship AI servers to your site for a no-commitment on-site pilot: a live model with the decision engine running inside your network.

3 Then

Full solution & decision

After both phases prove out, we spec a full solution. You decide what comes next: keep it running, extend, or stop. Your call.

No system replacement · No cloud dependency · No long integration project

What the first phase proves.

By the end of the engagement, you hold a quantified picture of where cost is hiding, working AI proven on your own data, and the evidence to decide what comes next: on results, not faith.

01 · Findings

The cost, quantified and ranked

A clear picture of where margin is leaking (across fleet allocation, route logic, utilisation, and untested decision rules), quantified and ranked by what's worth acting on first.

02 · Models

Working AI, proven on your data

Models built and validated against your own operational data, inside your own network. Proven on your operation: not simulated, not borrowed, not a demo.

03 · Decision

The evidence to decide what's next

A clear basis to choose your next step (extend, scale, or stop), grounded in what the models actually found, not in a vendor's promise.

Under the hood

Real engineering, not a black box.

Most AI vendors push your operational data through their cloud and someone else's models. We don't. Your data is handled in a controlled environment from day one, and in deployment runs entirely on infrastructure inside your own network. We build predictive decision models against your data and show you exactly how every recommendation is generated.

See the technology →

Selected references

Proven across complex operations.

Flow Dynamics is focused on transport. The method behind it has been applied across other complex operations. Here's what previous clients said.

Before working together, a lot of our time went into reconciling systems and explaining numbers rather than acting on them. The work helped quiet that down. Decisions became clearer, and day-to-day operations now run with far less friction.
SC
Sally Cutler
Operations Director · Brunel Group
We were carrying a lot of operational effort just to keep things aligned. The outcome wasn't more tooling; it was fewer checks, clearer signals, and a system we could trust without constant intervention.
MB
Mark De Bruin
Networks Manager · Investec
Straightforward

30 days. Your data. Your decision.

On-prem AI, proven in your business, working on your data within 30 days. £10,000 fixed price.

Talk to Flow Dynamics
No pitch deck · No pressure · Just a conversation