Kamba One-Pager

Kamba AI - The Productivity Layer for Financial Data Teams

Website: kambagroup.com
Platform: kambadata.com
HQ: New York City
Financing Stage: Pre-Seed | Expanded from $1.6M to $2.2M | SAFE @ $6M Valuation

The Problem

  • Data sourcing takes months, often repeated across teams
  • Analysts spend 70–80% of their time preparing data, not analyzing it and generating ideas
  • Investment Strategy backtesting and simulation demand orchestration and engineering support
  • Reporting requires manual effort, introducing delays and inconsistencies

This inefficiency creates real economic drag, operational risk, and opportunity loss.

What We Do

Kamba is a secure, AI-native productivity platform for financial services firms. Purpose-built for investment teams, it streamlines how professionals discover, evaluate, and operationalize data—transforming fragmented workflows into AI-powered execution.

  • Search across internal + external datasets
  • Generate reports, strategies, backtests, DQRs, simulations
  • Run smart, auditable workflows in seconds—not weeks

Kamba is not a marketplace or chatbot—it’s a decision-making infrastructure embedded into financial workflows.

Why Kamba Wins

  • Purpose-built productivity tool—not a chatbot or bolt-on
  • Embedded in Symphony: 500K+ users & 1,200 institutions
  • Built for financial logic: structured + unstructured data, audit trails
  • Designed for scale: low capex, ready for global expansion

Traction & Financials

  • Live Product: Symphony Innovate 2025 (London)
  • Pilots: Magnetar, Commerzbank, Tudor, Man Group, Versor, Alphadyne
  • ARR (Q3 2025): $504K — Profitable by Q3 2026 (ARR ~$2M)
  • ARR (2029): $102.1M — Net Profit: $69.5M — Net Margin: ~88.6%
  • Team Size (2029): 30

TAM / SAM / SOM

  • TAM: ~$55B | Financial data, AI productivity, marketplaces
  • SAM: ~$15B | Capital markets institutions & decision-makers
  • SOM: ~$102M | Projected ARR in Year 5

Founding Team & Investors

  • Sebastean Leoni – CEO (Bloomberg, Demyst)
  • Ignacio Berdinas – CTO (Redmont, Stanford)
  • Stefanie Schmidt – General Counsel (Weil)

Investors: Sebastian Gunningham (Amazon, Oracle), Jean-Louis Lelogeais (PEO, Booz Allen), Marco Viola (Nexus, BoA), Gucho Aguzin (JPMorgan, HKEX)

Investment Opportunity

We’ve expanded our pre-seed round from $1.6M to $2.2M via SAFE @ $6M valuation to:

  • Accelerate enterprise rollout
  • Expand beyond Symphony (no restrictions)
  • Deepen AI agent architecture & enterprise use cases

Contact: Sebastean Leoni, CEO – sleoni@kambagroup.com