Financial Services · Anonymized · Multi-quarter engagement

A research copilot for the analyst floor.

A top-5 US bank deployed grounded research AI to its entire equity analyst workforce — replacing hours of manual document hunting with cited, verifiable answers in seconds.

Client
Top-5 US bank (anonymized)
Industry
Financial Services
Scope
Multi-quarter
Departments
Equity Research · Knowledge Mgmt
Outcomes

From hours to seconds, with citations.

Thousands
of analysts deployed to
~60%
research-prep time saved
>95%
citation accuracy at launch
Millions
of documents indexed

01The challenge

A top-5 US bank had thousands of equity research analysts producing reports under tight deadlines, working from millions of internal documents — proprietary models, regulatory filings, prior research, earnings transcripts, market data. Generic AI tools couldn't be trusted with the data and couldn't be grounded in the bank's own analytical frameworks. The firm needed an AI research copilot that worked the way analysts actually think — grounded in their data, citable to source, and aware of the bank's house view.

02The approach

BizzSoftware partnered with the bank's Equity Research and Knowledge Management teams to design and build a research copilot deployed to the entire analyst floor. The work was structured around three constraints:

Compliance-grade.

Every model call audited. Every output citable. No data leaving the bank's perimeter.

Grounded retrieval.

Specialized indexing across proprietary models and prior research, tuned to the bank's analytical taxonomy.

Analyst-shaped UX.

Designed around the actual workflow: pull a thesis, find evidence, draft a section, cite the source.

03What we built

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