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  1. Home
  2. Case Studies
  3. Confidential growth-stage operating company
AI-Native & TechnologyAI-Powered Finance SolutionsFinancial Planning & Analysis

How AI-Powered Financial Intelligence Tripled Revenue in 18 Months

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The Situation

Revenue had plateaued: leadership could see activity increasing but not translating into durable top-line growth or pricing power.

The Challenge

Financial data lived in disconnected systems; forecasting was backward-looking and pricing decisions were not tied to margin or cohort behavior. The team needed automation plus judgment — not another dashboard nobody trusted.

Our Approach

Catalyst deployed AI-enabled workflows for data hygiene and exception detection, layered FP&A discipline and pricing analytics, and aligned leadership around a small set of metrics that drove weekly decisions.

Results at a Glance

3x
revenue
18-month trajectory vs. prior baseline
18 mo
to compound impact
Automation + FP&A + pricing alignment

The Results

The company broke through its prior revenue ceiling — tripling revenue over an 18-month horizon while tightening the connection between price, margin, and operational throughput.

Key Takeaways

  • AI creates leverage when it is paired with CFO-level judgment and clean data definitions.
  • Pricing optimization without margin visibility is guesswork — fix the plumbing first.
  • Sustainable growth required fewer vanity metrics and more causal KPIs.

Services Used in This Engagement

AI-Powered Finance Solutions →Financial Planning & Analysis →

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Confidential venture-backed company preparing for diligence

The window to raise was open, but diligence would expose weak controls, inconsistent definitions, and incomplete investor materials. The team needed institutional-grade readiness on a founder-friendly timeline.

90 days
to board-ready pack
Professional ServicesFinance Systems & ERPFractional COO

Confidential financial services firm

Tool sprawl and inconsistent processes created rework, slowed close cycles, and made it hard to scale without linear headcount growth.

End-to-end
workflow redesign

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  • Finance Systems & ERP
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