The price sheet lies

List price tells you almost nothing about what AI really costs.

Gemini 3.5 Flash-Lite is listed 86% cheaper than Kimi K3 (low). It costs 131% more to actually run.

The flip

Same models, two orderings

Each model ranked by list price on the left, and by what it actually costs to run Artificial Analysis's Intelligence Index on the right. Follow a line across — where it climbs, the sticker price lied.

LIST PRICE $ per million tokens ACTUAL COST $ to run the Intelligence Index Nemotron 3.5 Lightning$0.10 Nemotron 3.5 Lightning — list $0.10/Mtok NE Gemma 4 26B A4B (Reason…$0.20 Gemma 4 26B A4B (Reasoning) — list $0.20/Mtok GE GLM-5.3-Flash$0.24 GLM-5.3-Flash — list $0.24/Mtok GL DeepSeek V3 (Dec '24)$0.46 DeepSeek V3 (Dec '24) — list $0.46/Mtok DE MiMo-V2.6-Pro$0.54 MiMo-V2.6-Pro — list $0.54/Mtok MI Gemini 3.5 Flash-Lite$0.85 Gemini 3.5 Flash-Lite — list $0.85/Mtok GM Nemotron 3 Ultra 550B A…$1.18 Nemotron 3 Ultra 550B A55B (Reasoning) — list $1.18/Mtok NM GPT-6.1 Terra (Non-reas…$2.00 GPT-6.1 Terra (Non-reasoning) — list $2.00/Mtok GP Mistral Medium 3.5$3.00 Mistral Medium 3.5 — list $3.00/Mtok MS GPT-6.1 Sol (High)$4.00 GPT-6.1 Sol (High) — list $4.00/Mtok GT Kimi K3 (low)$6.00 Kimi K3 (low) — list $6.00/Mtok KI Claude Opus 5.5 (Max, D…$8.00 Claude Opus 5.5 (Max, Default Fallback) — list $8.00/Mtok CL GPT-6 Astra (Xhigh)$20.00 GPT-6 Astra (Xhigh) — list $20.00/Mtok G6 Claude Fable 5.1 (Max, …$20.00 Claude Fable 5.1 (Max, Default Fallback) — list $20.00/Mtok CA $227Nemotron 3.5 Lightning Nemotron 3.5 Lightning — actually $227 to run the Intelligence Index ($0.2898/task) NE $54Gemma 4 26B A4B (Reas… Gemma 4 26B A4B (Reasoning) — actually $54 to run the Intelligence Index ($0.0319/task) GE $378GLM-5.3-Flash GLM-5.3-Flash — actually $378 to run the Intelligence Index ($0.5833/task) GL $25DeepSeek V3 (Dec '24) DeepSeek V3 (Dec '24) — actually $25 to run the Intelligence Index ($0.0198/task) DE $221MiMo-V2.6-Pro MiMo-V2.6-Pro — actually $221 to run the Intelligence Index ($0.2572/task) MI $654Gemini 3.5 Flash-Lite Gemini 3.5 Flash-Lite — actually $654 to run the Intelligence Index ($0.6929/task) GM $443Nemotron 3 Ultra 550B… Nemotron 3 Ultra 550B A55B (Reasoning) — actually $443 to run the Intelligence Index ($0.2439/task) NM $213GPT-6.1 Terra (Non-re… GPT-6.1 Terra (Non-reasoning) — actually $213 to run the Intelligence Index ($0.2259/task) GP $1,014Mistral Medium 3.5 Mistral Medium 3.5 — actually $1,014 to run the Intelligence Index ($0.5971/task) MS $573GPT-6.1 Sol (High) GPT-6.1 Sol (High) — actually $573 to run the Intelligence Index ($0.5910/task) GT $283Kimi K3 (low) Kimi K3 (low) — actually $283 to run the Intelligence Index ($0.2419/task) KI $8,910Claude Opus 5.5 (Max,… Claude Opus 5.5 (Max, Default Fallback) — actually $8,910 to run the Intelligence Index ($10.0364/task) CL $3,746GPT-6 Astra (Xhigh) GPT-6 Astra (Xhigh) — actually $3,746 to run the Intelligence Index ($3.6589/task) G6 $13,327Claude Fable 5.1 (Max… Claude Fable 5.1 (Max, Default Fallback) — actually $13,327 to run the Intelligence Index ($12.9940/task) CA
Cheaper on paper, pricier to run Looks pricey, secretly a bargain Every other measured model

14 models with both a list price and a measured run cost · updated 20 hours ago

Why the sticker lies

You don't buy tokens. You buy answers.

A price sheet quotes dollars per million tokens. But a task isn't a fixed number of tokens — and that's where the bill hides.

①

List price is per token

The number on the pricing page is $ per million input/output tokens. It says nothing about how many tokens a model will spend to finish your task.

②

Reasoning models are verbose

A "thinking" model can emit 10–50× more tokens chewing through the same problem. Cheap per token × a mountain of tokens = an expensive answer.

③

The real unit is the task

Run the same fixed benchmark across models and the cheap-looking ones often cost the most. Rank by the finished job, not the sticker.

Receipts

Where list price misleads the most

Sorted by how far a model moves when you re-rank by real cost. ▲ means it's pricier than its sticker suggests; ▼ means it's a quiet bargain.

Model List $/Mtok Actual run cost Re-rank
Nemotron 3.5 Lightning NVIDIA $0.10 $227 ▲ 4 pricier
GLM-5.3-Flash Z AI $0.24 $378 ▲ 4 pricier
GPT-6.1 Terra (Non-reasoning) OpenAI $2.00 $213 ▼ 5 cheaper
Kimi K3 (low) Kimi $6.00 $283 ▼ 5 cheaper
Gemini 3.5 Flash-Lite Google $0.85 $654 ▲ 4 pricier
DeepSeek V3 (Dec '24) DeepSeek $0.46 $25 ▼ 3 cheaper
Mistral Medium 3.5 Mistral $3.00 $1,014 ▲ 2 pricier
Claude Opus 5.5 (Max, Default Fallback) Anthropic $8.00 $8,910 ▲ 1 pricier
MiMo-V2.6-Pro Xiaomi $0.54 $221 ▼ 1 cheaper
Nemotron 3 Ultra 550B A55B (Reasoning) NVIDIA $1.18 $443 ▲ 1 pricier

List price is the blended 3:1 input:output rate. "Actual run cost" is what it costs to run the full Artificial Analysis Intelligence Index, from Artificial Analysis — a fixed task suite, so the only variable is how each model behaves.

Citation

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APA

Champlin Enterprises. (2026). The AI Price Sheet Lies (MyTokenTracker) [Data set]. MyTokenTracker. Retrieved November 5, 2026, from https://mytokentracker.io/price-vs-cost

BibTeX
@misc{mytokentracker-price-vs-cost,
  title        = {The AI Price Sheet Lies (MyTokenTracker)},
  author       = {{Champlin Enterprises}},
  year         = {2026},
  howpublished = {MyTokenTracker, \url{https://mytokentracker.io/price-vs-cost}},
  note         = {Accessed November 5, 2026. Licensed CC BY 4.0.},
  url          = {https://mytokentracker.io/price-vs-cost}
}

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