Earnings Call Intelligence Workflow

Content

{
  "steps": [
    {
      "tool": "web_scraper",
      "order": 1,
      "action": "Download transcript from Seeking Alpha or company IR page",
      "output": "raw_transcript"
    },
    {
      "tool": "llm",
      "order": 2,
      "action": "Segment transcript into: prepared remarks, Q&A, forward guidance sections",
      "output": "segmented_transcript"
    },
    {
      "tool": "llm",
      "order": 3,
      "action": "Extract all quantitative claims (metrics, percentages, growth rates) with context",
      "output": "quantitative_claims"
    },
    {
      "tool": "llm",
      "order": 4,
      "action": "Compare guidance claims to prior quarter guidance, flag misses and beats",
      "output": "guidance_delta_report"
    },
    {
      "tool": "llm",
      "order": 5,
      "action": "Sentiment analysis on Q&A: detect hedging language, confidence, topic avoidance",
      "output": "sentiment_report"
    },
    {
      "tool": "llm",
      "order": 6,
      "action": "Synthesize into 1-page analyst brief with key signals and risk flags",
      "output": "analyst_brief"
    }
  ],
  "tools_required": [
    "web_scraper",
    "llm"
  ],
  "expected_output": "1-page analyst brief with quantitative claims, guidance delta, sentiment signals",
  "trigger_condition": "Earnings call transcript available for target company"
}