Content revision ea31a3343577b30cee4337cf2fef2b0864a5741341f27598e9108766c486fb2d

## Parallel processing makes full-report assessment practical

Risk Assessment Across Long Documents
Source ID document-review:implementing-the-review-workflow
Original https://www.henryw.me/#/document-review#implementing-the-review-workflow

Independent chunks are read in parallel, followed by parallel risk assessments that reuse the shared ledger. Source-page checks can also run together when more context is needed. Across three sample reports of a few hundred pages, the estimated average was about five minutes and US$0.68 in model calls. The estimate combines measured page rendering with recorded model timings and usage. 04 Presenting the assessment