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$20

AI Finance Analyst

Build a tool that analyzes SEC filings, earnings transcripts, and market data to answer financial research questions.

"Compare Q3 margins across our top 5 competitors"

6 Interactive Sessions

Short, interactive sessions — watch it work, steer it, then build it yourself. Go deeper anytime with the full code walkthrough.

  1. 1

    Data Lake — five sources that disagree by design

    Normalise filings, transcripts, market data, internal reports and analyst notes into one Document shape — without throwing away the financial metadata that makes each one useful.

  2. 2

    Encode — the chunker that quietly breaks your numbers

    Chunk financial documents so that a table survives as one piece, and attach the metadata that makes precise retrieval possible.

  3. 3

    Retrieve — three searches, fused

    Combine semantic, keyword and structured search so an exact financial question gets an exact set of chunks — then rerank for what finance actually values.

  4. 4

    Gateway — check every number before an analyst sees it

    Put a graph of explicit safety nodes between the model and the analyst, and make number validation the one that matters most.

  5. 5

    App — the model writes the prose, the code does the maths

    Turn the pipeline into something an analyst opens every morning — dense with numbers, every claim traceable to its filing.

  6. 6

    Deploy — reach the analyst, and prove it still works

    Put the system where analysts already are, and instrument the one metric that tells you whether it's still trustworthy.

Production patterns you'll master

Data PipelineVector DBGuardrailsMCP ServerObservability

Synthetic data included

  • SEC filings (10-K/10-Q)
  • Earnings call transcripts
  • Market data feeds
  • Internal financial reports
  • Analyst notes

What you walk away with

Shareable portfolio

A public URL showing your module timeline, patterns mastered, and completion status.

All the code

Download everything as a ZIP — pipelines, guardrails, deployment configs. Yours forever.

Module walkthrough

Each module documented with deliverables and the production pattern you implemented.

Ready to build your ai finance analyst?

First course free. $20 per course after that.