Ambient
3 indexed models
- Headquarters
- N/a
- Server regions
- N/a
- Model types
- 3 text
Same-model provider benchmark
Ambient vs Cloudflare: LLM provider comparison
Compare Ambient and Cloudflare on 3 exact shared text models. ProviderBench keeps speed, price, and catalog coverage separate so naturally faster model catalogs cannot distort the result.
Cloudflare
13 indexed models
- Headquarters
United States- Server regions
- N/a
- Model types
- 13 text
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
1.42× typical advantage
3 exact models with complete recent speed data
Lowest token cost
$1.3833 / 1M
3 exact models using a 1K-input/500-output mix
Most models available
13 models
Complete catalog coverage across all indexed modalities
Shared-model benchmark summary
Green value Better comparable resultRed value Worse comparable result
Visual comparison
Price and performance charts
Estimated seconds using recent median response-start and output-speed data. Lower is better.
Cloudflare has the lower typical same-model response ratio across 3 measured models.
USD per 1 million tokens using a 1,000-input/500-output mix. Lower is better.
Ambient has the lower typical price ratio across 3 priced shared models.
| Model | ||
|---|---|---|
 GLM 5.2Winner · Cloudflare | Ambient
| Cloudflare
|
 Kimi K2.7 CodeWinner · Cloudflare | Ambient
| Cloudflare
|
 DeepSeek V4 FlashWinner · Cloudflare | Ambient
| Cloudflare
|
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 . Values use one deterministic route per provider and model; missing measurements remain visible as N/a.
Ambient vs Cloudflare analysis
How Ambient and Cloudflare compare for AI inference
Ambient and Cloudflare share 3 indexed text models, including GLM 5.2, Kimi K2.7 Code, DeepSeek V4 Flash. Cloudflare has the stronger typical response-time result on the directly measured set.
Same-model speed evidence
3 shared models currently have complete response-start and output-speed measurements on both providers. The speed comparison uses per-model ratios before taking the median, so naturally faster model catalogs do not improve the result.
Token pricing on one workload
3 shared models have complete input and output prices on both providers. Prices use the same 1,000-input/500-output-token mix and are normalized to one million tokens for readability.
Catalog and deployment differences
Ambient has 3 indexed models and lists no published server regions; Cloudflare has 13 models and lists no regions. Verify data residency, privacy terms, limits, and production latency directly before choosing.
Related same-model benchmarks
Compare with other providers
Explore qualified alternatives with the most shared measured models. Recommendations include comparisons for both Ambient and Cloudflare.
