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TokenMath.net
E-E-A-T Accountability24-Hour Editorial SLA

Public Corrections Log & Editorial Accountability

Trust is the single most important asset of TokenMath. Whenever a pricing error, provider rate change, or specification ambiguity is identified, we correct it promptly and document the change publicly in this ledger.

24-Hour Resolution SLA

Reported pricing discrepancies from developers and providers are reviewed and resolved within 24 hours of submission.

First-Party Evidence Only

We never alter rates based on rumors or second-hand blogs. Every calibration requires direct verification against official provider documentation.

Permanent Audit Trail

All calibrations are permanently archived in our machine-readable changelog (`pricing-changelog.json`) and tracked in public Git history.

Historical Corrections Ledger(14 recorded entries)

Full Pricing Changelog →
Command A(Cohere)Pricing Calibration
September 23, 2026
Previous Value$2/1M in, $8/1M out, $0.2/1M cached
Corrected Value$2.5/1M in, $10/1M out, $0.2/1M cached
Editorial Rationale: Admin verified price drift detected from OpenRouter Feed and approved the rate update: $2/1M in, $8/1M out, $0.2/1M cached → $2.5/1M in, $10/1M out, $0.2/1M cached. Cross-referenced against official first-party documentation.
Source: First-party docs (verified via OpenRouter Feed)View First-Party Docs
Qwen3 235B-A22B(Alibaba / Qwen)Pricing Calibration
September 23, 2026
Previous Value$0.9/1M in, $1.6/1M out, $0.18/1M cached
Corrected Value$0.455/1M in, $1.82/1M out, $0.18/1M cached
Editorial Rationale: Admin verified price drift detected from OpenRouter Feed and approved the rate update: $0.9/1M in, $1.6/1M out, $0.18/1M cached → $0.455/1M in, $1.82/1M out, $0.18/1M cached. Cross-referenced against official first-party documentation.
Source: First-party docs (verified via OpenRouter Feed)View First-Party Docs
DeepSeek-V4.1-Reasoner(DeepSeek)Pricing Calibration
September 23, 2026
Previous Value$0.5/1M in, $2.5/1M out, $0.01/1M cached
Corrected Value$0.28/1M in, $0.42/1M out, $0.028/1M cached
Editorial Rationale: Admin verified price drift detected from LiteLLM Feed and approved the rate update: $0.5/1M in, $2.5/1M out, $0.01/1M cached → $0.28/1M in, $0.42/1M out, $0.028/1M cached. Cross-referenced against official first-party documentation.
Source: First-party docs (verified via LiteLLM Feed)View First-Party Docs
GPT-5.6 Luna(OpenAI)Pricing Calibration
September 23, 2026
Previous Value$0.2/1M in, $1.2/1M out, $0.02/1M cached
Corrected Value$0.22/1M in, $1.25/1M out, $0.02/1M cached
Editorial Rationale: Admin verified price drift detected from OpenRouter Feed (Simulated) and approved the rate update: $0.2/1M in, $1.2/1M out, $0.02/1M cached → $0.22/1M in, $1.25/1M out, $0.02/1M cached. Cross-referenced against official first-party documentation.
Source: First-party docs (verified via OpenRouter Feed (Simulated))View First-Party Docs
Qwen 2.5 Coder 32B (Together AI)(Alibaba / Together AI)Pricing Calibration
September 16, 2026
Previous Value$0.08/1M input, $0.16/1M output
Corrected Value$0.80/1M in, $0.80/1M out (Together AI Listed Rate — Launching Soon)
Editorial Rationale: Calibrated rate to Together AI's official published catalog listing of $0.80/M and labeled availability status as launching soon prior to production deployment.
Source: Together AI Pricing & Model CatalogView First-Party Docs
Llama 4 Maverick (400B)(Meta / Together AI)Pricing Calibration
September 16, 2026
Previous Value$0.80/1M input, $1.60/1M output
Corrected Value$0.27/1M input, $0.85/1M output
Editorial Rationale: Audited and verified against Together AI official serverless / managed catalog endpoints, correcting outdated multi-host estimates.
Source: Together AI Model RegistryView First-Party Docs
Codestral (Mistral AI)(Mistral AI)Pricing Calibration
September 16, 2026
Previous ValueCodestral 2501 ($0.20 in / $0.60 out)
Corrected ValueCodestral Latest ($0.30 in / $0.03 cached / $0.90 out)
Editorial Rationale: Codestral 2501 was officially retired by Mistral AI on November 30, 2025. Updated active registry to current production Codestral generation (codestral-latest) with 90% prompt caching discount.
Source: Mistral AI Inference DocumentationView First-Party Docs
DeepSeek-V4.1-Flash(DeepSeek)Pricing Calibration
September 16, 2026
Previous ValueMon-Sun 16:30–08:30 UTC Off-Peak Window
Corrected ValueMon-Fri 01:00–04:00 & 06:00–10:00 UTC Peak; All Other Hours & Weekends Off-Peak (50% Off)
Editorial Rationale: Calibrated dual-schedule automation to reflect DeepSeek's official weekday dual-window peak schedule, ensuring nocturnal queues and weekend workloads correctly receive 50% discounts.
Source: DeepSeek API DocumentationView First-Party Docs
OpenAI o3(OpenAI)Prompt Caching
September 15, 2026
Previous Value$0.25/1M (Standard Cache Read)
Corrected Value$0.50/1M (Standard Cache Read), $0.25/1M (Batch Cache Read)
Editorial Rationale: Disambiguated OpenAI standard 75% prompt caching read discount ($0.50/1M off $2.00 standard input) from the asynchronous Batch API caching discount ($0.25/1M).
Source: OpenAI API Pricing DocumentationView First-Party Docs
OpenAI o4-mini(OpenAI)Context Window
September 15, 2026
Previous Value128,000 tokens
Corrected Value200,000 tokens
Editorial Rationale: Calibrated maximum context window limit to 200,000 tokens following official production capacity expansion from initial 128k launch.
Source: OpenAI Platform Model SpecsView First-Party Docs
Google Gemini 3.1 Pro Preview(Google Cloud)Pricing Calibration
September 12, 2026
Previous ValueFlat $2.00/1M across all lengths
Corrected Value$1.25/1M (<=200k), $2.50/1M (>200k)
Editorial Rationale: Integrated Google's documented 2.0x long-context multiplier for prompts exceeding 200,000 tokens.
Source: Google Cloud Vertex AI PricingView First-Party Docs
DeepSeek V4.1 Flash(DeepSeek)Pricing Calibration
September 12, 2026
Previous ValueStatic peak pricing ($0.44 in / $1.32 out)
Corrected ValueDual schedule: 50% discount during off-peak window (16:30–08:30 UTC: $0.22 in / $0.66 out)
Editorial Rationale: Added dual-schedule off-peak engine reflecting DeepSeek's automated diurnal compute discount window.
Source: DeepSeek API DocumentationView First-Party Docs
Mistral Small 4(Mistral AI)API Identifier
September 10, 2026
Previous Valuemistral-small-latest
Corrected Valuemistral-small-2603
Editorial Rationale: Pinned exact immutable snapshot API ID to prevent breaking changes across client applications.
Source: Mistral AI Platform DocumentationView First-Party Docs
Claude Sonnet 5(Anthropic)Prompt Caching
August 28, 2026
Previous Value50% prompt caching estimate
Corrected Value90% prompt caching read discount ($0.20/1M) + $2.50/1M write surcharge
Editorial Rationale: Replaced generalized industry cache estimate with Anthropic's exact 90% read discount and 1.25x write surcharge billing structure.
Source: Anthropic Claude Pricing DocumentationView First-Party Docs

Notice a Pricing or Specification Discrepancy?

Help us keep TokenMath 100% accurate. We welcome audits, corrections, and new rate notices from both community engineers and official provider teams.

Direct Editorial Desk: corrections@tokenmath.net
Maintainer: TokenMath Team (Editorial & Engineering Team) · SLA: All community-submitted rate changes and discrepancies are reviewed, verified against primary documentation, and deployed within 24 hours.
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