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Applied AI·June 24, 2026·1 min read

The Token Belt-Tightening Is Coming for PDFs

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Vendors starting to meter and price token-heavy PDF processing more aggressively means “dump the corpus into the LLM” is no longer a free move. If your workflows lean on large document ingestion, you need a cost model per document type and a plan for pre-processing or summarization to keep bills bounded.