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provider
stringclasses
4 values
listed_models
int64
2
41
cheapest_1000_chat_replies
float64
0.24
0.93
median_1000_chat_replies
float64
2.25
15.8
max_1000_chat_replies
float64
3.56
465
cheapest_1000_agent_steps
float64
2.8
14.4
median_1000_agent_steps
float64
31.8
225
snapshot
stringdate
2026-10-23 00:00:00
2026-10-23 00:00:00
Anthropic
14
0.35
15.75
35
5
225
2026-10-23
OpenAI
41
0.235
7.75
465
2.8
100
2026-10-23
Google
10
0.31
2.2875
7.8
4.8
31.75
2026-10-23
DeepSeek
2
0.93
2.247
3.564
14.4
37.56
2026-10-23

Moved: this dataset now lives at huggingface.co/datasets/tensorust/llm-api-price-index and is updated there.

LLM API Price Index, October 2026

What 1,000 requests cost across every listed LLM API model, by provider, as of 2026-10-23. Issue 1 of a monthly index (October 2026 = 100). Across 67 listed models from 4 providers, the median model costs $7.00 for 1,000 chatbot replies.

How it was collected

  • Basket: every model the provider lists as current on its official pricing page with an input and an output price (retired models and embeddings excluded), from our dated snapshot of 2026-10-23.
  • Chatbot workload: one reply of 1,500 input tokens and 400 output tokens at the standard price (no cache or batch discount).
  • Agent workload: one coding-agent step of 40,000 input and 2,000 output tokens at the standard price.
  • The index is the median basket cost divided by the first issue's median. A model joining or leaving the basket moves the index on purpose: it tracks what a buyer can actually pick.
  • Per-model prices are in the companion dataset "LLM API prices".

Columns

column meaning
provider Anthropic, OpenAI, Google or DeepSeek
listed_models models in the basket for that provider
cheapest_1000_chat_replies, median_1000_chat_replies, max_1000_chat_replies USD for 1,000 chatbot replies: cheapest, median and most expensive model
cheapest_1000_agent_steps, median_1000_agent_steps USD for 1,000 coding-agent steps: cheapest and median model
snapshot date of the price snapshot

Source and updates

Report: https://tensorust.com/reports/llm-price-index/2026-10/ . Method: https://tensorust.com/methods/#llm-price-index . Every model: https://tensorust.com/llm/ (CSV at https://tensorust.com/llm/prices.csv). Price changelog: https://tensorust.com/llm/changes/ . New monthly issues are listed at https://tensorust.com/reports/ .

How to cite

Tensorust Research (2026). LLM API Price Index, October 2026. https://tensorust.com/reports/llm-price-index/2026-10/

@misc{tensorust2026llmindex,
  author       = {{Tensorust Research}},
  title        = {LLM API Price Index, October 2026},
  year         = {2026},
  howpublished = {\url{https://tensorust.com/reports/llm-price-index/2026-10/}},
  note         = {CC BY 4.0}
}
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