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README.md

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+# Enrichment Comparison
+
+Compare person enrichment results across Apollo, PeopleDataLabs, and FullEnrich side-by-side.
+
+## Run locally
+
+```sh
+uvx marimo edit --sandbox comparison.py
+```
+
+### With 1Password
+
+API keys are stored in the **InternalAI** vault. Use `op run` to inject them as env vars:
+
+```sh
+op run --env-file=.env -- uvx marimo edit --sandbox comparison.py
+```
+
+The app will pre-fill API keys from `APOLLO_API_KEY`, `PDL_API_KEY`, and `FULLENRICH_API_KEY` env vars.