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ClarityOps (Executive + Uploads Ready)

1) Install deps:
   pip install -r requirements.txt

2) Add policies (.txt/.md) to /policies and build the index:
   python build_policy_index.py

3) Keep snapshots/current.json updated daily (manual or automated).

4) Set up model auth if needed (HF_TOKEN or COHERE_API_KEY).

5) Run the app:
   python app.py

Uploads: You can attach PDFs, DOCX, CSVs, PNG/JPG. Images are OCR'd.
Scenario Context: Paste executive briefs/case studies here.

To reduce cost per screen client: increase daily throughput, amortize fixed costs,
or adjust logistics via route optimization and kit standardization.