Ambient vs AtlasCloud: 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

AAmbient

1.55× typical advantage

4 exact models with complete recent speed data

Lowest token cost

AAtlasCloud

$1.3683 / 1M

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

Most models available

AAtlasCloud

31 models

Complete catalog coverage across all indexed modalities

Shared-model benchmark summary

Metric	AAmbient☆☆☆☆☆(0)	AAtlasCloud☆☆☆☆☆(0)
Speed	Ambient8.34 s	AtlasCloud12.96 s
TTFT	Ambient0.58 s	AtlasCloud1.15 s
TPS	Ambient64.5 tok/s	AtlasCloud42.3 tok/s
Price	Ambient$1.575 / 1M	AtlasCloud$1.3683 / 1M
Uptime	Ambient99.38%	AtlasCloud99.23%

Model	AAmbient☆☆☆☆☆(0)	AAtlasCloud☆☆☆☆☆(0)
ZA GLM 5.2Winner · Ambient	Ambient Price— Worst comparable value $2.1667 / 1M Speed— Best comparable value 7.58 s TTFT— Best comparable value 0.54 s TPS— Best comparable value 71.0 tok/s Uptime— Best comparable value 99.78% Context 101.4K Route ambient/fp8	AtlasCloud Price— Best comparable value $2.16 / 1M Speed— Worst comparable value 11.77 s TTFT— Worst comparable value 1.13 s TPS— Worst comparable value 47.0 tok/s Uptime— Worst comparable value 98.73% Context 1M Route atlas-cloud/fp8
M Kimi K2.7 CodeWinner · Ambient	Ambient Price— Worst comparable value $2.1333 / 1M Speed— Best comparable value 9.10 s TTFT— Best comparable value 0.48 s TPS— Best comparable value 58.0 tok/s Uptime 100.00% Context 262.1K Route ambient/int4	AtlasCloud Price— Best comparable value $1.9667 / 1M Speed— Worst comparable value 14.15 s TTFT— Worst comparable value 0.81 s TPS— Worst comparable value 37.5 tok/s Uptime N/a Context 262.1K Route atlas-cloud/int4
D DeepSeek V4 FlashWinner · AtlasCloud	Ambient Price— Worst comparable value $0.6 / 1M Speed— Worst comparable value 42.52 s TTFT— Best comparable value 0.85 s TPS— Worst comparable value 12.0 tok/s Uptime— Worst comparable value 98.98% Context 1M Route ambient/fp4	AtlasCloud Price— Best comparable value $0.1867 / 1M Speed— Best comparable value 8.99 s TTFT— Worst comparable value 1.18 s TPS— Best comparable value 64.0 tok/s Uptime— Best comparable value 99.73% Context 1M Route atlas-cloud/fp4
M Kimi K2.5Winner · Ambient	Ambient Price— Worst comparable value $1.4 / 1M Speed— Best comparable value 5.05 s TTFT— Best comparable value 0.62 s TPS— Best comparable value 113.0 tok/s Uptime N/a Context 262.1K Route ambient/int4	AtlasCloud Price— Best comparable value $1.16 / 1M Speed— Worst comparable value 17.81 s TTFT— Worst comparable value 3.32 s TPS— Worst comparable value 34.5 tok/s Uptime 99.70% Context 262.1K Route atlas-cloud/int4

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 18, 2026, 9:18 AM UTC. Values use one deterministic route per provider and model; missing measurements remain visible as N/a.