LLM API Pricing Trends
Track how LLM API costs have evolved since GPT-4's launch in March 2023. Prices are per million tokens based on public API pricing from each provider.
Data from public pricing pages and announcements. Last updated: 2026-07-02.
New: this data now powers the BenchLM Token Price Index — one monthly number for where AI token prices stand, published with a full methodology.
GPT-4 Output: $60 → $10
83% drop via GPT-4o replacement
DeepSeek V3
$1.1/1M output · DeepSeek
100 → 5.5
94.5% drop since March 2023
LLM Price Index (March 2023 = 100)
Average output price across frontier models, normalized to GPT-4 launch pricing. Lower means cheaper.
Output Price History by Model
Output price per million tokens over time. Toggle models to compare.
Current LLM API prices
Per million tokens, highest output price first
Prices per million tokens from official API pricing. Does not include batch, cached, or volume discounts.
Frequently Asked Questions
How much have LLM API prices dropped?
Since March 2023, the average output price for frontier LLMs has dropped approximately 94.5%. Our price index fell from 100 to 5.5, driven by competition and efficiency improvements across all major providers.
Which LLM provider is cheapest right now?
DeepSeek currently offers the lowest per-token pricing among frontier-capable models, with DeepSeek V3 at $1.10/1M output tokens. Google and OpenAI also offer competitive pricing through Gemini 2.5 Flash and GPT-4o mini respectively.
Why do reasoning models cost more?
Reasoning models like o1, o3, and DeepSeek R1 generate internal chain-of-thought tokens before producing the final answer. These thinking tokens consume compute but are billed as output tokens, making the effective cost per useful output token significantly higher.
Will LLM prices keep dropping?
The trend over the past three years has been consistent price decreases driven by model distillation, hardware improvements, and provider competition. While frontier reasoning models may maintain premium pricing, standard inference prices are expected to continue declining.
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