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TokenFloor · Insights

Findings from the floor — hidden taxes, price disruptions, vendor markups.

tax

Anthropic's +35% tokenizer tax on code and JSON

Claude Opus 4.7 counts roughly 35% more tokens on JSON and code than Opus 4.6 — silently inflating the bill on agentic and structured workloads with no announcement, no price-list footnote.

markup

Azure's 6.2× H100 markup vs RunPod

Microsoft Azure lists the same NVIDIA H100 SXM5 chip at $12.29/h on-demand. RunPod sells identical hardware at $1.99/h. Same chip, same power envelope — 6.2× the bill.

price-cut

DeepSeek V4 Pro undercuts the Western frontier by an order of magnitude

At $2.10 in / $4.40 out per million tokens, DeepSeek V4 Pro prices the same 1.6T-MoE class roughly 10× below Claude Opus 4.7 and 14× below GPT-5.5 Pro — without sacrificing benchmark parity on coding and reasoning.