Earnings Call Analyst Agent

An investor-grade earnings call companion that turns any YouTube earnings call into a playback-synced analyst workspace. Paste a call URL, watch the video, and let ADK agents surface the numbers, tone shifts, filing context, and market-moving surprises that are easy to miss in a live call.

This is built for the real earnings workflow: instead of reading a transcript after the fact, you can follow management commentary with an agentic research layer that keeps every insight tied to the quote that triggered it.

Features

Agentic Call Research

• Identifies the company, ticker, fiscal period, and peer set from the YouTube metadata and transcript opening
• Builds a research pack with SEC filings and current market context
• Uses an ADK news agent with Google Search grounding for current market context
• Hides unresolved context instead of showing empty research panels

Quote-Anchored Signal Detection

• Creates analyst cards only when the transcript contains a real investor signal
• Anchors every card to the exact quote and timestamp that triggered it
• Filters out greetings, safe-harbor boilerplate, and generic upbeat commentary
• Reveals cards as playback reaches the relevant moment in the call

Earnings Intelligence Cards

• Flags financial metrics, margin pressure, guidance language, demand commentary, pricing, cash flow, and capex signals
• Separates company-specific statements from peer or sector context when evidence is available
• Calls out CFO hedging, confidence shifts, defensiveness, and unusually specific language
• Adds compact tables or chart summaries only when they clarify the finding

Caption + Audio Resilience

• Uses YouTube captions when available for precise timestamps
• Falls back to ADK-powered audio transcription for captionless videos
• Realigns generated cards to the closest caption segment so the video and quote stay in sync
• Keeps the transcript, research pack, and analyst cards tied to the same source timeline

How to get Started?

This agent lives in advanced_ai_agents/single_agent_apps/earnings_call_analyst_agent.

1. Clone the GitHub repository

git clone https://github.com/Shubhamsaboo/awesome-llm-apps.git
cd advanced_ai_agents/single_agent_apps/earnings_call_analyst_agent

2. Install the required dependencies:

python3 -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt

3. Configure Vertex AI or Gemini API key:

cp .env.example .env

For Vertex AI / Google Cloud auth:

GOOGLE_GENAI_USE_VERTEXAI=True
GOOGLE_CLOUD_PROJECT=your-google-cloud-project-id
GOOGLE_CLOUD_LOCATION=global

For Gemini API key auth:

GOOGLE_GENAI_USE_VERTEXAI=False
GOOGLE_API_KEY=your-google-api-key

4. Run the FastAPI app:

PYTHONPATH=.. python -m uvicorn earnings_call_analyst_agent.live_demo.server:app --host 127.0.0.1 --port 4188

5. Open the app:

http://127.0.0.1:4188

Paste a YouTube earnings call URL. The app builds the research pack first, then reveals analyst cards as the video reaches each quote.