The CircuitCase Study

AI financial modeling that helped secure funding

How a US fintech used modeling and dashboards to make investor-ready decisions.

Investors buy clarity

Fundraising conversations stall when numbers live in fragile spreadsheets. The fintech team needed live visibility into cash flow, cohort behavior, and scenario models that leadership could trust in a room.

We helped structure analytics and modeling so the same source of truth powered internal ops and investor updates.

Modeling as a product surface

Instead of one-off decks, models became interactive dashboards with auditability. Assumptions were visible. Outputs updated as transactions landed. That confidence translated into cleaner diligence.

AI assisted in summarizing variance and drafting narrative — humans still owned the decisions and the story.

Read the full build story

For architecture, stack, and outcomes, see the Ledgerly Analytics case study. If you are building fintech or analytics products, Devsair can partner from discovery through production.

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