We surveyed 170 finance professionals — CFOs, FP&A leads, controllers, and advisors and asked them how they model today. The results point to a specific infrastructure gap, and AI is about to make it a lot harder to ignore.
See how you compare.
Download the free 2026 Industry Report
Financial modelling is being pushed to its limits. We asked the industry and they told us why. Read the report to see where modelling breaks down for 170 finance professionals. PDF download | Free instant access | No spam, ever
Is your financial modelling infrastructure holding you back?
Take the 10-question self-assessment to see how much time modelling is costing you & how it compares to the industry
Find out whether your modelling infrastructure can handle growth, or breaks under change
Compare AI modelling approaches side-by-side and see which one actually fits your business needs
Get a concrete framework for choosing the right AI approach for your business with tips on how to implement AI safely
Ready to see where you stand? Download the free report, plus get your self-assessment score.
Download the free report → Get instant access. No spam, ever.
What the research revealed →
Where finance teams say the real time is going — and it's not where you'd guess.
The same frustrations keep coming up — across every role, every team size.
Spreadsheets are still king, but they are quietly costing finance teams.
Does AI make this better, or worse? The answer depends on what most teams overlook.
Who wants change the most? It's not who you'd think. The gap gets sharper the more complex the model.
We've built enterprise planning. Now we're re-imagining it.
We've built enterprise planning, now we're imagining it for SMBs. With decades experience building modelling software, we know what's holding teams back. Kaleidoscope's founder Michael also founded Anaplan — and we're bringing the rigour of enterprise-grade modelling to scaling businesses.
:quality(70))
:quality(75))
We haven't launched yet. Join the waitlist.
If you'd like to test the platform early, or just want to be first to hear when we launch, get your name on the list. We're working with finance first, business-wide next.