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AI ChatLast updated Aug 4, 2026

AI Chat example research workflows

Copy-ready AI Chat workflows: summarize a 10-K, compare two companies, preview an earnings call, and screen-then-analyze.

AI Chat example research workflows - Examples (Vantafin Help Center)
Vantafin Team

On this page

  • 1. Summarize a 10-K in minutes
  • 2. Compare two companies
  • 3. Preview and recap an earnings call
  • 4. Screen, then analyze
  • 5. Research your own documents
  • Make them repeatable
  • Next steps

This article gives you concrete, copy-ready AI Chat workflows you can run today. Each one combines a source attachment with a specific prompt so answers stay grounded. Use them as-is or save them as prompt templates.

1. Summarize a 10-K in minutes

Goal: understand a company's annual report fast.

  1. Open AI Chat.
  2. Attach the latest 10-K for the company (see Attach sources).
  3. Prompt: "Summarize this 10-K: what the business does, the five biggest risk factors, and the key points from MD&A. Use short bullets."
  4. Follow up: "Which risks are new versus last year?"

2. Compare two companies

Goal: a side-by-side on fundamentals.

10-K in minutes

Summarize Apple's annual report in chat

Open AI Chat, attach the latest AAPL 10-K, and ask for business overview, five risks, and MD&A highlights as short bullets.

Open AI Chat→AAPL SEC filings
  1. Attach both tickers, e.g. NVDA and AMD.
  2. Prompt: "Compare these two on revenue growth, gross margin, operating margin, and free cash flow. Present as a table and note who leads on each."
  3. Verify anything notable on each company's Financials tab.

3. Preview and recap an earnings call

Goal: be ready before and after a report.

  • Before: check the date on the Calendar, then attach last quarter's transcript and ask, "What guidance did management give last quarter?"
  • After: attach the new transcript and ask, "What changed in guidance, and summarize the three most important analyst questions."

4. Screen, then analyze

Screen then analyze

Build a screen, then ask AI Chat to rank hits

Run a screen for profitable names, save keepers to a watchlist, attach that list in chat, and rank by free cash flow yield.

Open screener→Watchlists

Goal: go from a list of candidates to insight.

  1. Build a screen in the Screener, e.g. profitable dividend growers.
  2. Save the results into a watchlist.
  3. In AI Chat, attach that watchlist and ask, "Rank these by free cash flow yield and flag any with rising debt."

5. Research your own documents

Goal: query material you brought in.

  1. Upload a PDF to your research drive.
  2. Attach it in chat and ask, "Summarize this document and list any figures it cites with their context."

Peer table

Compare NVIDIA and Microsoft side by side

Attach both tickers in chat, ask for a growth and margin table, then verify anything notable on each Financials tab.

NVDA financials→MSFT financials

Make them repeatable

Save any of these as a prompt template and keep them inside a relevant project. For market context and ideas, browse the Vantafin blog.

Next steps

  • Save and reuse prompts
  • Build your first stock screen
  • Use your files in AI Chat

Frequently asked questions

Important Disclaimer

This article is for informational and educational purposes only and does not constitute investment advice, financial advice, trading advice, tax advice, legal advice, or any other form of professional advice. DTS Analytics LLC (operating as Vantafin) is not a registered investment adviser, broker-dealer, or fiduciary. Market data, figures, and other information on Vantafin may be delayed, incomplete, or incorrect and are provided without warranty. Nothing herein should be construed as a solicitation, recommendation, endorsement, or offer to buy, sell, hold, or trade any security or other financial instrument. Past performance is not indicative of future results. You should independently verify all information and consult a qualified and licensed financial professional before making any investment or financial decision. You are solely responsible for your own investment, trading, and financial decisions, and DTS Analytics LLC is not liable for any losses arising from your use of or reliance on this content.

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