Last week, Reducto announced r-1. It is the first model in a new parsing family built on a rewritten architecture, and it replaces the company’s multi stage agentic OCR with one full page pass. Reducto says r-1 is more accurate than its most powerful legacy agentic models, faster, and up to 6x cheaper.
Is it deployable today? Yes, in preview. r-1 runs through Reducto’s hosted Parse API on V3 and is switched on with a configuration flag. There are no open weights and no local checkpoint to self host. Reducto’s platform separately supports multi tenant cloud, customer VPC, on premises, and air gapped installs, with SOC 2 Type II attestation and HIPAA processing on higher tiers, per its security policies.
One pass instead of a pipeline
Legacy Parse runs OCR, layout detection, and post processing as separate stages, with optional agentic vision language passes layered on top. Each extra model call adds latency. r-1 folds text, tables, figures, layout, reading order, formatting, and grounding into a single full page pass. Every block returns with page relative bounding boxes that tie content back to its position on the page.
The consolidation is the real product claim. Teams working on financial statements, insurance claims, or contracts often route files across several providers and bolt on post processing to reach usable accuracy. r-1 targets that orchestration cost, not only raw character accuracy.
