Datasets:
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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