Kamba — Financial Analysis System
Financial Analysis System

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

Kamba turns your licensed data into sourced, auditable analysis your investment committee can defend — line by line, 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
IC memo · iTraxx hedge
European Banks — Credit & Portfolio Construction
83s09:01:00 → 09:02:23
Portfolio
5
risk-weighted longs
Framework
5·6·4
long · hold · short
Bull scenario
+18.4%
hedged return
Lineage · every number traced to source
EBA Dashboard→CET1 / LCR / NPL · 15 banks verified✓
Q4 Earnings PDFs→RoTE / L/D · extracted & cross-checked✓
iTraxx Snr Fin→Macro hedge overlay · costed & scenario-tested✓
Open the full work product  →
The problem

Four reasons research still takes days.

"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.
The Kamba difference
Kamba doesn't answer questions. It completes the work.
Kamba gives your teams their time back. Analysts and bankers go from question to finished, sourced work product in minutes — every deliverable consistent, traceable, and defensible — so their time goes to clients, judgment, and growth.
Why Kamba  →
Live work product

Real questions. Finished deliverables.

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.

Sources 3
PDF
BNP Paribas Q4 2025 Earnings Supplement
Table 3.2 · Filed 2026-02-05
API
EBA Risk Dashboard — Q4 2025
eba.europa.eu · Pulled 2026-04-22
XLSX
Internal: 15-Bank Universe Master
Proprietary · Updated 2026-04-20
Kamba operations 3
1
Extract & validate
CET1 pulled from Q4 supplement, Table 3.2, cross-checked against Basel III filing
2
Compute sector median
Median CET1 across 15-bank universe from EBA data, weighted by RWA
3
Delta calculation
Q4 vs Q3: 13.8% − 13.4% = +40bps sequential improvement
Work product 1 claim
Investment memo✓ Verified
European Banks · Credit Footprint
“BNP Paribas CET1 ratio improved 40bps to 13.8% in Q4 2025, outpacing sector median of 13.2%”
13.8%CET1 Q4
+40bpsvs Q3
13.2%Sector
Table 3.2→Extract→Delta→Claim
Traced 22 Apr 2026 · 14:31 UTC

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

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See it on your own work.

For institutions
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Hedge funds · Asset managers · Insurance
or
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