Multi-agent earnings intelligence in one judge-friendly workflow.
Upload transcripts, SEC excerpts, investor notes, or KPI CSVs. Parser, KPI, Risk, Thesis, and Report agents collaborate to produce a source-grounded analyst memo—without behaving like a generic PDF chatbot.
01
Parser Agent
Chunks and normalizes source material.
02
KPI Extraction Agent
Finds financial and operating metrics.
03
Risk Agent
Flags forward-looking risk language.
04
Thesis Agent
Builds bull and bear cases.
05
Report Agent
Writes the final action memo.
Upload flow
Drop in analyst materials
Use text, CSV, Markdown, HTML, filing excerpts, or the seeded sample package. PDF uploads are accepted with a clear lightweight-build note; exported PDF text works best.
AMD story
Designed for AMD GPU-backed open-source inference
Production mode points the Report Agent at an OpenAI-compatible endpoint serving Qwen, Llama, DeepSeek, or Mistral on AMD Developer Cloud. Demo mode remains deterministic so judges can test instantly on Hugging Face Spaces.