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The AI-Augmented Analyst

A workflow for using Claude and agents on real deal tasks — comps, precedent transactions, and memo drafting — without losing rigor.

22 min readPrereqs: three-statement-model

AI doesn't replace the analyst — it compresses the grunt work so you can spend more time on judgment. Here is the AlphaForge workflow.

Three tasks worth automating

  1. Comps gathering — pull and normalize trading multiples across a peer set.
  2. Precedent transactions — summarize deal terms from filings into a structured table.
  3. Memo drafting — turn a structured fact base into a first-draft investment memo.

The rule: generate, then verify

Every AI output is a draft, not a fact. The discipline:

  • Ask for the answer and its source.
  • Recompute one number by hand for every ten the model produces.
  • Never paste a multiple into a model you can't trace back to a filing.

Prompt shape that works

A good IB prompt names the task, the inputs, the output schema, and the guardrails ("cite the line item; flag anything you estimated"). Structure beats cleverness.