Need review on ai extraction layer

I'm building a document parsing platform for the insurance industry. So, brokers upload pdfs, and an ai pipeline extracts data from them.

preprocessing → parsing → extraction, via RabbitMQ, Python/FastAPI backend.

I need an experienced opinion specifically on the AI extraction layer - is our pipeline architecture right. More details in the images attached.

I'm especially interested in hearing from anyone who's worked on document intelligence systems where extraction accuracy matters more.

https://preview.redd.it/v2jz3ek0gd9h1.png?width=681&format=png&auto=webp&s=ffc63470d364ec932ef75716c3d8c2bfd10f81a8

https://preview.redd.it/9iwl1073gd9h1.png?width=683&format=png&auto=webp&s=c05bfb7663aa331308a18dc2f71239efe2ca6701

https://preview.redd.it/e8kfv885gd9h1.png?width=680&format=png&auto=webp&s=a2279b18c247bc63df4b8ea4dfb01c38dd87ebec

https://preview.redd.it/hurg8h38gd9h1.png?width=677&format=png&auto=webp&s=9e9bb3c63fa1276c3ff3ac98d8e2f816be1f6856

https://preview.redd.it/7i11xgaagd9h1.png?width=678&format=png&auto=webp&s=1e95a09fa0eddc3f1440e113205cd03cdceaa549

https://preview.redd.it/zmgm9e6cgd9h1.png?width=677&format=png&auto=webp&s=2513de6f440cff06630310c365353d9241d67a62

Posted Jun 25, 2026, 7:02 AM UTC

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