Kamba — Financial Analysis System
Financial Analysis System

From question to finished work product. In one governed system.

Generic LLMs give you text. Kamba gives you finished, sourced, auditable work product — in minutes.

Connects to the data you already license
Market / vendor feeds
SEC / regulatory filings
Internal / proprietary data
Web / news sources
01
Question asked
02
Data sourced & validated
03
Analysis runs
04
Work product delivered
kamba · european banks · portfolio construction
routing
Universe
15 banks · 6 dimensions
Portfolio
Top 5 longs · risk-weighted
Overlay
iTraxx macro hedge
Output
IC memo · bull/base/bear
kamba · data validation layer
3 passed · 1 flagged
EBA Risk Dashboard
API · Q4 2025
✓ Passed
15/15
CET1 · LCR · NPL verified
Earnings supplements
PDF · Q4 2025
✓ Passed
15/15
RoTE · L/D cross-checked
CDS spreads
Market feed · live
⚠ 2 stale
13/15
DB · HSBC interpolated T-3
Internal universe
Proprietary · 2026-04-20
✓ Passed
Current
15-bank master confirmed
kamba · scoring + portfolio construction
building
Weights: CET1 25% · LCR 15% · NPL 20% · RoTE 20% · L/D 10% · CDS 10%
BankScoreSignal
BNP Paribas
82.4LONG ★
ING Group
79.1LONG ★
ABN AMRO
74.8LONG ★
Santander
64.3HOLD
Deutsche Bank
61.8HOLD
Monte dei Paschi
38.2SHORT
kamba · work product ready · 83s
Open live
European Banks
Credit & Portfolio Construction
09:01:00 → 09:02:23
83 seconds · IC memo · iTraxx hedge
Portfolio
5
risk-weighted longs
Framework
5·6·4
long · hold · short
Bull scenario
+18.4%
hedged return
Data lineage — every number traced to source
EBA DashboardCET1 / LCR / NPL · 15 banks verified
Q4 Earnings PDFsRoTE / L/D · extracted & cross-checked
iTraxx Snr FinMacro hedge overlay · costed & scenario-tested
Open the full European Banks work product →
The problem
"My data is fragmented."
Internal systems, vendor feeds, filings, PDFs, emails, web — all separate. Every answer means hunting across all of them.
"My AI tools are not auditable."
Plausible but untraced. No source, no lineage. Nothing you can defend in an IC or a compliance review.
"My work product is not reproducible."
Same question, different answer every run. Scheduled workflows and recurring reports are simply not possible.
Kamba fixes the workflow
"I need something that fixes the workflow, not just the answer."
Kamba connects the model to your data and produces work product your team can defend, repeat, and build on.
Why Kamba  →
Live work product

Not chat answers. Work product.

See all work product  →
Data lineage

Every number traces to source.

Not a black box. Click any claim. Kamba shows where it came from — every source, every transformation, every timestamp.

Raw sources
BNP Paribas Q4 2025 Earnings Supplement
PDF · Table 3.2 · Filed 2026-02-05
EBA Risk Dashboard — Q4 2025
API · eba.europa.eu · Pulled 2026-04-22
Internal: 15-Bank Universe Master
XLSX · Proprietary · Updated 2026-04-20
Kamba operations
Extract & validate
CET1 pulled from Q4 supplement, Table 3.2, cross-checked against Basel III filing
Compute sector median
Median CET1 across 15-bank universe from EBA data, weighted by RWA
Δ
Delta calculation
Q4 vs Q3: 13.8% − 13.4% = +40bps sequential improvement
Work product claim
Investment Memo · European Banks
"BNP Paribas CET1 ratio improved 40bps to 13.8% in Q4 2025, outpacing sector median of 13.2%"

The model is the same. The difference is everything around it.

Get started

Send us one workflow. We'll return a Kamba work product.

No demo environment. Your data, your question, a real work product.

Hedge funds · Asset managers · Insurance · Research teams