What data do we need to get started?

Typically 12–24 months of historical data — sales, orders, support tickets, customer behaviour, or whatever the model will predict. We'll tell you exactly what's needed on the discovery call.

How accurate will the forecasts be?

It depends on data quality and the predictability of the underlying pattern. Most models land between 80–92% accuracy within the first month of live deployment.

What if our data is messy?

We clean and prepare data as part of the project. If the data is too thin to build on, we'll tell you before starting — not after.

Will we need someone technical to use the outputs?

No. Outputs go into dashboards, spreadsheets, or your existing BI tools — wherever your team already makes decisions.

How long before we see results?

First working model in 3–4 weeks. Production-grade with confidence intervals in 5–7 weeks.

Stop planning on guesswork

AI Forecasting & Decision Systems

See what's coming before it happens — demand, revenue, churn, and risk, forecast from your own historical numbers instead of a hunch.

Planning next quarter off a gut feeling and last year's spreadsheet is how businesses get caught flat-footed — overstaffed in a slow month, out of stock in a busy one, blindsided by a customer who was always going to leave. These systems turn your own historical data into forecasts you can actually plan around: what demand looks like next month, who's likely to churn, and where to put budget next.

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Illustration representing AI Forecasting & Decision Systems

85%+

forecast accuracy on business data

3–4 wks

to first working model

months

of lead time to act on what's coming

What's included

Services within AI Forecasting & Decision Systems

Each one is its own scoped engagement — pick the one that matches where you are, or book a call and we'll help you choose.

One-Time Project

AI Financial Forecasting Model

Custom forecasting built on your actual revenue, expense, and operational data. Cash flow projections, seasonal trends, and scenario planning - without a finance team or expensive reporting platform.

Monthly Retainer

AI FinOps (Cost Monitoring)

Monthly cost monitoring, usage attribution, overage alerts, and spend optimisation for businesses whose AI compute bills are growing — or spiking — without explanation. Visibility and control over what you're actually spending on AI.

My front desk was spending most of the day on the phone — booking appointments, chasing insurance pre-authorizations, and following up on outstanding direct billing submissions to extended health plans. WCB claim follow-ups alone were eating an hour a day. Crescent AI automated all of it. Reimbursements come in faster, no-shows dropped, and my team actually leaves on time.

Physiotherapist · Calgary, Canada

The problem

You're planning next quarter off a gut feeling

These aren't edge cases — they're what we hear on almost every discovery call. If any of them sound familiar, this category is likely the right place to start.

Revenue targets are set from last year's numbers and a hunch — not from what the data actually predicts
Demand spikes catch you understaffed or overstocked because there's no forward visibility
High-value customers churn quietly with no warning until it's too late to retain them
Budget decisions happen in spreadsheets that nobody trusts but everyone uses

Who it's for

This is the right fit if…

These systems work best for businesses at a specific point — where the manual work is visible, the cost is real, and the data is there to automate against.

You have historical business data but no systematic way to learn from it

Demand, revenue, or staffing surprises are regularly costing you money

You want to move from reactive planning to proactive decisions

Churn or pipeline visibility is a persistent gap in how you run the business

Common questions

What people ask before they book

Not sure where to start?

Start with the Audit. Not a Sales Call.

30 minutes. We map the workflows eating your team's time, rank your top automations by ROI, and tell you honestly what's not worth touching yet. You get a written summary. No slide deck. No pitch.

Book My Free Workflow Audit