MARKET RESEARCH

Agent-Built Competitive Earnings Brief

On request, an agent searches for a competitor's most recent earnings transcript, reads it, cross-references prior calls.

CategoryMarket Research
Enginepaperclip
Difficultyadvanced
Triggermanual
Steps5
Setup~25 min

How it runs

The automated pipeline, trigger to output.

  • TriggerOperator requests a competitor brief
  • ActionSearch for transcripts and sourcesExa
  • ActionFetch full transcript textFirecrawl
  • ActionAgent synthesizes narrative brief
  • OutputPublish brief to NotionNotionNotion

What it does

Produces a written competitive brief for a single competitor on demand. An agent finds the latest transcript, reads it in full, recalls what the company said on previous calls, and synthesizes a narrative covering strategy direction, product bets, financial guidance, and notable tone shifts, then publishes it as a Notion page.

When to use it

Use it ahead of a strategy review or board prep when you need a thoughtful, reasoned writeup rather than a row of extracted fields. Best when the analysis requires judgment and connecting statements across multiple quarters.

How it works

  1. 1An operator triggers the workflow with a competitor name.
  2. 2Exa searches for and locates the most recent earnings-call transcript and prior-quarter sources.
  3. 3Firecrawl pulls clean full text for each located transcript.
  4. 4The agent reads the transcripts, cross-references quarters, and drafts a structured narrative brief with cited evidence.
  5. 5Notion receives the finished brief as a new page in your competitive-intel workspace.

Set it up

What you configure once, before turning it on.

  1. 1
    Connect ExaNeural search across the web.
  2. 2
    Connect FirecrawlCrawl, scrape, structured extract.
  3. 3
    Connect NotionPages, databases, comments.
  4. 4
    Set each agent's modelWe leave models unset so you pick the tier — fast + cheap, or top-quality.
  5. 5
    Tune it to your dataEdit the prompts, filters, and field mappings so it matches how your team works.
  6. 6
    Test, then turn it onRun once against a sample, confirm the output, then enable the trigger.

Run this workflow in your colony.

14-day trial. No DevOps. No Sales call. Provisioned in under a minute.