Review Financial Models With ChatGPT

What Senior Reviewers Do

Senior reviewers do not only read numbers. They challenge assumptions, identify missing context, and ask questions that change the conversation.

ChatGPT can help junior analysts and busy teams practice that kind of review, especially when paired with a clear prompt and uploaded file.

Start With the Right Role

Upload the model or visible model output and give ChatGPT a specific perspective.

Example prompt:

This is a financial projection model for a company we are evaluating. You are a senior partner reviewing this as part of a pre-investment check. Comment on key assumptions, unrealistic projections, inconsistencies, and missing information.

This sets the tone for critical review rather than mechanical summary.

Ask Strategic Questions

After the first pass, push beyond numbers.

Useful prompts:

• What are the top three questions before due diligence?
• Which line items would you challenge, and why?
• What do these assumptions imply about the growth story?
• Are the revenue drivers volume-based, price-based, or both?
• Is working capital modeled realistically for this business model?
• Where might margin compression appear?

What To Expect

Good output may include:

• A concise explanation of what the model says.
• Red flags or inconsistencies.
• Follow-up questions for founders or the CFO.
• Scenario prompts.
• A faster onboarding path for junior reviewers.

Limitations

ChatGPT may not see formulas unless you provide them. It can misinterpret raw data and produce confident but wrong observations.

Use it to accelerate thinking, not to certify the model.

Practical Rule

Let ChatGPT help you ask better questions. Do not let it make the financial judgment for you.