Four to six hours of weekly digging, down to under thirty minutes.
Investment Intelligence Assistant
Before
4 to 6 hours a week
Now
Under 30 minutes
The challenge
Reports, deal memos and market intelligence sat in silos across the firm. Analysts spent their week assembling benchmarks and deal data instead of analysing them, and every decision waited on that assembly.
What we built
A natural language intelligence layer over the firm's own material. A semantic retrieval layer finds the right documents, an LLM builds a grounded answer, and outputs arrive as responses or scheduled reports with sources attached.
How it runs
- AskAnalysts query in plain language
- RetrieveSemantic lookup finds the relevant documents
- AnswerGrounded output with traceable sources
The result
- 30 min
- Weekly search time per analyst
- 80%
- Fewer cross team misalignments
- 5 days
- Decision cycle, down from 3 weeks
Built with
- RAG
- LLM
- Semantic search
- Scheduled reports
Run this in Financial Services
The same AI assistants build, scoped to your sources and your reporting lines.