Custom AI transformation

We build the AI system your business runs on.

Not another off-the-shelf tool. A custom AI layer, built for how your business actually works, deployed alongside the systems you already use, with your team in control.

  • Works with your existing stack
  • Your team approves everything
  • Runs on infrastructure you control
Faster variance-to-response
~10×Faster variance-to-response
SKUs re-forecast nightly
357SKUs re-forecast nightly
Field activations tracked
100%Field activations tracked
Systems overwritten
0Systems overwritten

Results from a deployment for a national spirits distributor.

The shift

Everyone's been told to “use AI.” Almost no one has changed how they work.

Most businesses bolt a generic chatbot onto the side and wonder why nothing moved. The real gains don't come from a tool everyone else also has. They come from AI built around your operation, your data and your decisions, doing the work that actually matters, day in and day out.

Off-the-shelf AI

The same generic assistant everyone else has.

A subscription you rent. It doesn't know your business and it never gets sharper.

A custom AI layer

A system that knows your business and does real work.

A capability you own. It plugs into your tools, runs under your team's control, and compounds over time.

What we build

A custom AI layer, built for you.

We design and build an AI system tailored to your highest-value workflows, then run it for you. Four things make it different from anything you can buy off a shelf.

A custom AI forecasting dashboard showing demand trends, variance by category and per-SKU confidence scores
  1. 01

    Built for you, not licensed to everyone

    Bespoke to your operation, your data and your decisions — a system designed around how your business actually runs, not a generic product with your logo on it.

  2. 02

    Works with your stack

    It sits alongside the systems you already use — ERP, CRM, BI, spreadsheets — and connects to them. It never rips out or replaces your source of truth.

  3. 03

    Your team stays in control

    The AI proposes, your people approve. Everything routes through an approval layer, so nothing goes live without a human signing off.

  4. 04

    Private and secure

    It can run on your own infrastructure, even a dedicated machine in your office. Your data, your models and your content stay yours.

How it works

From your operation to a working system, in weeks.

A clear, low-risk path. We start by understanding how you work, build for the highest-value use first, prove it with your team, then extend it across the business.

  1. 1

    Discover

    We map your operations, data and the decisions that matter most, and pick the highest-value place to start.

  2. 2

    Build

    We build a custom agent for that workflow, trained on your data, tuned to your business and its language.

  3. 3

    Integrate

    We connect it to your existing tools, API-first where possible, secure automation where not.

  4. 4

    Approve

    Everything it produces lands in an approval layer for your team to review, edit and sign off.

  5. 5

    Run & compound

    We operate, retrain and extend it, so it gets sharper and reaches further across the business over time.

What it can do

The work we point it at.

Different businesses, different highest-value use. Here's where a custom AI layer earns its keep.

Not sure where it pays back first?

That's exactly what the discovery call is for. We'll find the highest-value AI in your business.

Book a discovery call
  • Decision support & forecasting

    Continuous, overnight re-forecasting against live signals, with variance flagged and explained in plain English per line — so your team acts Monday morning instead of hunting through reports Friday afternoon.

  • Sales & field enablement

    Call cards that tell your reps exactly what to pitch and to whom, voice-to-CRM that turns every visit into structured data, and activation tracked end-to-end from launch to outcome.

  • Marketing & content automation

    Custom content generated at scale for SEO and AEO, so you’re the answer people find and the source AI models cite — powered by our proprietary content and ranking engine, Icaros.

  • Data unification & visibility

    Stitching siloed and partial sources into one trustworthy, outlet-level or customer-level view, with confidence flagged — so you finally see the parts of your business that were dark.

  • Operations automation

    The manual, repetitive work that eats your team’s hours, automated with oversight — so their time shifts from data entry to judgement, review and the decisions that need a human.

Under the hood

How the agents actually work.

These aren't chatbots bolted on the side. They're purpose-built systems doing real, technical work, autonomously, every day. Tap through a few of the things they actually do.

01 / 06

Autonomous overnight re-forecasting

Every night the agent re-scores your entire catalogue against years of historical anomaly patterns and live external signals, so a fresh, reasoned forecast is waiting before anyone reaches their desk. No one has to run it.

And the two rules underneath it all: every recommendation comes with plain-English reasoning, per line, so it's never a black box. And it all runs on infrastructure you control, around the clock — even a dedicated machine in your own office — so it's always on and your data never leaves your environment.

How we do it right

The principles behind every build.

AI in a business only works if people trust it. These are the rules we build to, every time.

  • AI proposes, humans approve.

    Your team signs off before anything goes live.

  • One source of truth, preserved.

    We work alongside your systems, never overwrite them.

  • Private and secure by design.

    Your data stays yours, on infrastructure you control.

  • It augments, it doesn’t replace.

    Same team, more output, hours moved to higher-value work.

  • Built to compound.

    Every week it runs, it learns your business and gets sharper.

  • Shipped, not slideware.

    We build working systems, then run them for you.

Proof

What we built for a national spirits distributor.

A modular AI layer deployed alongside their existing ERP, CRM and BI: an overnight forecasting agent for finance, and a field-activation companion for sales. One half for the numbers, one half for the floor, with humans in the loop the whole way.

The transformation

From quarterly guesswork to a live, shared number.

faster from variance detected to commercial response
~10×faster from variance detected to commercial response
number shared across finance, commercial and the field
1number shared across finance, commercial and the field
of field activations tracked end-to-end
100%of field activations tracked end-to-end
overwrites — their systems stayed the source of truth
0overwrites — their systems stayed the source of truth

On the finance side

Every night the agent re-forecast 357 live SKUs against historical anomaly patterns and eight external signals. By Monday: 38 SKUs flagged as moved more than 5%, 319 on track, $2.4M of full-year exposure surfaced — each with plain-English reasoning, and one candidate version ready for sign-off. Nothing overwritten.

On the field side

Fourteen reps and roughly 87 daily outlet visits became structured data through voice-to-CRM. Each rep opened a call card with suggested order quantities, peer-store benchmarks and talking points pulled from history — and every activation was tracked from launch through to outcome.

Where they were blind

As wholesaler tiers went dark, the agent inferred demand from order-cadence change points and triangulated it against retail analytics and their own sell-in, with a confidence level flagged on every number. They could finally see the parts of the market that were invisible before.

How you engage us

Two ways in, scoped to your project.

We start with a discovery to find the highest-value AI in your business and scope the build. From there, two ways to work together.

Option 1

Build + Run

A one-off build for each capability, then a monthly fee to operate it.

  • Buy each capability separately or combined
  • No long-term commitment
  • Monthly fee covers operation, retraining, signal maintenance and support
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Most popular

Option 2

All-inclusive

A single flat monthly fee, everything included — we carry the delivery risk.

  • Full build, operation, support and ongoing development
  • Everything live from day one
  • One predictable monthly number
Book a discovery call

Where it starts. Every engagement begins with a discovery. We map your operation, find the workflow where AI pays back fastest, and come back with a scoped build and a clear number. Low risk in, real capability out.

Book a discovery call

Let's find the highest-value AI in your business.

We'll show you where a custom AI layer would pay back first, and exactly how we'd build it.

  • A 30-minute call, no obligation
  • We come back with a scoped build and a clear number
  • You keep everything we map, even if we never work together

No spam. We'll only use your details to arrange the call.

Book a discovery call