AkashML vs io.net: LLM provider comparison

At a glance

Metric winners

There is no overall score. Each winner answers one specific question using only directly comparable data.

Fastest on shared models

Iio.net

1.12× typical advantage

3 exact models with complete recent speed data

Lowest token cost

AAkashML

$0.9822 / 1M

3 exact models using a 1K-input/500-output mix

Most models available

AAkashML

5 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Metric	AAkashML☆☆☆☆☆(0)	Iio.net☆☆☆☆☆(0)
Speed	AkashML16.02 s	io.net12.09 s
TTFT	AkashML1.33 s	io.net1.87 s
TPS	AkashML35.0 tok/s	io.net44.0 tok/s
Uptime	AkashML99.74%	io.net99.88%
Blended	AkashML$0.9822 / 1M	io.net$1.6407 / 1M

Model	AAkashML☆☆☆☆☆(0)	Iio.net☆☆☆☆☆(0)
ZA GLM 5.2Winner · AkashML	AkashML Speed— Worst comparable value 16.02 s TTFT— Best comparable value 1.74 s TPS— Worst comparable value 35.0 tok/s Uptime— Worst comparable value 94.90% Context 96.9K Route akashml/fp8 Blended— Best comparable value $2.3333 / 1M	io.net Speed— Best comparable value 11.13 s TTFT— Worst comparable value 1.87 s TPS— Best comparable value 54.0 tok/s Uptime— Best comparable value 100.00% Context 262.1K Route io-net/fp8 Blended— Worst comparable value $3.9565 / 1M
Q Qwen3.6 35B A3BWinner · AkashML	AkashML Speed— Worst comparable value 13.52 s TTFT— Worst comparable value 1.33 s TPS— Worst comparable value 41.0 tok/s Uptime— Best comparable value 99.98% Context 262.1K Route akashml/fp8 Blended— Best comparable value $0.4267 / 1M	io.net Speed— Best comparable value 12.09 s TTFT— Best comparable value 0.72 s TPS— Best comparable value 44.0 tok/s Uptime— Worst comparable value 75.84% Context 262.1K Route io-net/fp8 Blended— Worst comparable value $0.68 / 1M
D DeepSeek V4 FlashWinner · AkashML	AkashML Speed— Best comparable value 42.95 s TTFT— Best comparable value 1.28 s TPS— Best comparable value 12.0 tok/s Uptime— Worst comparable value 99.74% Context 131.1K Route akashml/fp8 Blended— Best comparable value $0.1867 / 1M	io.net Speed— Worst comparable value 170.56 s TTFT— Worst comparable value 3.89 s TPS— Worst comparable value 3.0 tok/s Uptime— Best comparable value 99.88% Context 32.8K Route io-net/fp8 Blended— Worst comparable value $0.2857 / 1M

A per-model winner combines blended price and estimated 500-token response time with equal proportional weight. Ties and rows missing either measurement receive no badge. Comparison data calculated Jul 21, 2026, 7:21 PM UTC. Values use one deterministic route per provider and model; missing measurements remain visible as N/a.