<p>Most Document AI teams are overusing VLMs.</p> <p>The default pattern still looks like this:</p> <ol> <li>take a PDF</li> <li>send the whole thing to a big multimodal
<p>Every day, banking ops teams manually review thousands of documents - <br /> loan applications, KYC forms, contracts - looking for the right stamps,<br /> the right signatures,
<p>If you've built any pipeline that ingests PDFs, you already know the demo is misleading.</p> <p>You test on ten clean, well-formatted invoices. Extraction works perfectly. You
<p>For engineering teams building internal finance tools across fintech, SaaS, and edtech, modernizing accounts payable (AP) often feels like trudging through quicksand. The core
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