Kamba Analyst — Product Overview
Kamba Analyst  ·  Product Overview

From data to finished
analysis in one system.

Your analysts spend days assembling data, chasing quality issues, and formatting outputs. Kamba does it in minutes — so your team focuses on decisions, not process.

Investment memos Backtests Financial reports Projections Deep analysis DQRs Monitoring & alerts
The problem Kamba solves
Most analysis stalls before it starts — stuck on data access, quality checks, and formatting. Kamba removes every bottleneck between the question and the answer.
01 Analysts waste hours searching across fragmented internal, vendor, and public sources
02 Bad data makes it into production because manual QA can't keep up
03 Engineering tickets block every new data connection for weeks
04 Final outputs lack lineage, governance, and consistency across teams
How it works
01
Find the right data

Search across internal datasets, vendor feeds, alternative data, public filings, documents, PDFs, and connected systems. One request returns ranked results with an auto-generated dataset brief.

02
Validate quality automatically

Every dataset is assessed before it moves downstream. Coverage, gaps, anomalies, and quality flags are structured into a DQR in seconds. Datasets that fail the quality gate stop here.

03
Connect to your environment

Kamba connects to your existing data environment without forcing re-platforming. It works across warehouses, data lakes, vendor feeds, documents, and PDFs, and surfaces in the interfaces your team already uses.

04
Produce finished outputs

Once data is found, validated, and connected, Kamba turns it into finished outputs your team can review, share, and act on.

Outputs
Kamba produces the analysis your team needs — structured around the question, the data, and the use case. Not fixed templates.
By asset class
Any market, any coverage
Equities Fixed income Credit Rates FX Commodities Alternatives Multi-asset Macro
By use case
Any workflow, any team
Signal validation Portfolio construction Vendor evaluation Client reporting Risk review IC preparation Regulatory compliance Market monitoring
By output type
Any format, any cadence
Investment memos DQRs Backtests Financial reports Projections Deep analysis Dashboards Alerts

One system. Any combination. An analyst can ask for a credit analysis of a sector using alternative data for an IC on Thursday — and Kamba produces it. Structured, governed, and auditable every time.

What data it works with

Kamba connects to the sources your firm already uses — under your existing commercial terms and entitlements. No new vendor relationships required.

Internal data
Your systems

Snowflake, Redshift, BigQuery, data lakes, portfolio systems, research documents, PDFs, emails — connected without re-platforming.

External vendors
Your existing feeds

Alternative data, market data, ESG, fundamentals, credit — under your existing commercial terms and entitlements.

Public sources
Open data

Regulatory filings, news, public APIs, and reference data that enrich and contextualise your internal analysis.

Platform and deployment

Kamba Analyst runs on the Kamba Data Platform — the orchestration and governance layer that connects analysis to all your data and tools without moving anything out of your systems. It surfaces inside Symphony or any interface your team already uses. No new portal. No shadow data copies. No re-platforming.

Deployment option 01
Kamba cloud

Fully managed. Fastest way to get started. Per-client isolation and no infrastructure overhead.

Deployment option 02
Symphony Cloud

Runs natively inside Symphony's cloud infrastructure. Your team accesses Kamba where they already work — no separate portal.

Deployment option 03
Private cloud

Deployed into your own cloud environment for tighter control over networking and data residency.

Deployment option 04
On-premise

Installed inside your data centers for the highest level of control and internal integration.

What connects
Warehouses · Data lakes · Vendor feeds · Documents · PDFs · Emails
Where teams use it
Symphony · Internal portals · Web UI
Who uses it
PMs · Quant researchers · Research analysts · Data sourcing teams · Procurement · Compliance
Model agnostic
Works with the LLMs your firm already uses or prefers. Not locked to one provider.
Your data stays yours. Kamba does not use client data or interaction content to train shared models.
Security

Kamba is built for regulated environments where data governance is not optional.

SOC 2 compliant End-to-end encryption Role-based access Audit trails Single-tenant deployment
Get started

Run Kamba on
your data.

See what your team produces — in seconds, not weeks.