Research note · Live pricing dataset

API Pricing Compression Monitor

A live BenchGecko note reading today's spread of AI API prices: how deep the low cost floor is, which providers anchor it, and which premium models still sit far above the market median.

Data as of
Oct 15, 2026
Model prices · refreshed daily
606
Priced models
62 providers with input and output prices
$0.455
Median input
per one million input tokens
$1.848
Median output
per one million output tokens
217
Low cost band
models at or below $0.50 blended
Finding 01

The low cost cluster is already deep.

217 priced models sit at or below $0.50 blended per one million tokens using a 3 input to 1 output workload mix. That makes the bottom of the market wide enough for real substitution pressure.

Finding 02

Premium pricing still has a long tail.

64 priced models sit above $5 blended. The monitor treats these as premium outliers until benchmark strength, latency, context, or specialist capability explains the gap.

Finding 03

Output tokens remain the expensive side.

The median output price is $1.848 versus $0.455 for input. The 90th to 10th percentile spread is 75x for output and 53.6x for input.

Premium watchlist

High priced models that need capability context before price alone is interpreted as market power.

Methodology and caveats

Prices are taken from BenchGecko model records and expressed per one million tokens where available.

The blended price uses a 3 input to 1 output workload mix. It is a comparison lens, not a universal workload model.

Compression does not mean quality convergence. Benchmark coverage, latency, context, tools, and reliability still matter.