Inkling (Xhigh) API Provider Benchmarking & Analysis
This analysis is intended to support you in choosing the best API provider of Inkling (Xhigh) for your use-case.
Fastest
Databricks
Thinking Machines
Modal (NVFP4)
DeepInfra (FP8)
Together AIOutput speed
Total 6 providers
Lowest Latency
DatabricksModal (NVFP4)Thinking MachinesDeepInfra (FP8)Together AITime to first answer token
Total 6 providers
Lowest Price
DeepInfra (FP8)
BasetenTogether AIThinking MachinesDatabricksBlended price (per 1M tokens)
Total 6 providers
Inkling (xhigh) is available through 6 API providers, each offering different performance characteristics and pricing. Below is a comparison of the key metrics across providers.
- For output speed, the top providers are Databricks (207.8 t/s), Thinking Machines (171.5 t/s), and Modal (NVFP4) (170.1 t/s). Speed varies significantly across providers, with a 58% difference between the fastest and slowest.
- For latency, Databricks (11.01s), Modal (NVFP4) (12.70s), and Thinking Machines (13.54s) offer the lowest time to first answer token.
- For pricing, DeepInfra (FP8) (0.71), Baseten (0.72), and Together AI (0.72) offer the lowest blended prices per 1M tokens.
- Databricks offers the best performance with both the highest speed and lowest latency. For cost optimization, DeepInfra (FP8) provides the most competitive pricing.
Update: Default performance benchmarking workload has updated to 10k input tokens to better reflect production use cases. You can still select different workloads above.
Pricing
Pricing: Cache Hit, Input, and Output
Pricing: Blended Price
Pricing: Cache Discount
Output Speed vs. Price
Speed
Measured by Output Speed (tokens per second)
Output Speed: Inkling (Xhigh)
Latency vs. Output Speed
Latency
Measured by Time (seconds) to First Token
Time to First Answer Token
End-to-End Response Time
Seconds to output 500 tokens, calculated based on time to first token, 'thinking' time for reasoning models, and output speed
End-to-End Response Time
Key Comparison Metrics & API Features
Frequently Asked Questions
Common questions about Inkling (Xhigh) providers
Inkling (Xhigh) is available through 6 API providers: DeepInfra (FP8), Baseten, Together AI, Modal (NVFP4), Thinking Machines, and Databricks. Each provider offers different performance characteristics and pricing.
Inkling (Xhigh) is currently available through 6 API providers that we benchmark and track.
The fastest providers for Inkling (Xhigh) by output speed are Databricks (207.8 t/s), Thinking Machines (171.5 t/s), and Modal (NVFP4) (170.1 t/s). Output speed measures how quickly tokens are generated after the model starts responding.
The providers with the lowest time to first answer token for Inkling (Xhigh) are Databricks (11.01s), Modal (NVFP4) (12.70s), and Thinking Machines (13.54s). Lower latency means faster initial response time.
The most affordable providers for Inkling (Xhigh) by blended price are DeepInfra (FP8) ($0.71 per 1M tokens), Baseten ($0.72 per 1M tokens), and Together AI ($0.72 per 1M tokens). Blended price uses a 7:2:1 cache hit/input/output token ratio.
The providers with the lowest input token pricing for Inkling (Xhigh) are DeepInfra (FP8) ($0.95 per 1M input tokens), Baseten ($1.00 per 1M input tokens), and Together AI ($1.00 per 1M input tokens).
The providers with the lowest output token pricing for Inkling (Xhigh) are DeepInfra (FP8) ($4.05 per 1M output tokens), Baseten ($4.05 per 1M output tokens), and Together AI ($4.05 per 1M output tokens).
Prices for Inkling (Xhigh) vary up to 1.3x across providers. The most affordable is DeepInfra (FP8) at $0.71 per 1M tokens, while Modal (NVFP4) charges $0.93 per 1M tokens.
Output speed for Inkling (Xhigh) varies significantly across providers. Databricks is the fastest at 207.8 t/s, which is 1.6x faster than Together AI at 131.5 t/s.
5 of 6 providers support JSON mode for Inkling (Xhigh): DeepInfra (FP8), Baseten, Together AI, Modal (NVFP4), and Thinking Machines.
All 6 providers of Inkling (Xhigh) support function calling (tool use).
For Inkling (Xhigh), Databricks offers the best performance with highest speed and lowest latency. For cost optimization, DeepInfra (FP8) provides the most competitive pricing.
When choosing a provider for Inkling (Xhigh), consider: output speed (for throughput-intensive tasks), latency (for interactive applications requiring quick first responses), pricing (for cost-sensitive workloads), and API features like JSON mode or function calling.
Yes, provider performance can vary over time due to infrastructure changes, load balancing, and updates. We continuously benchmark all providers and display historical performance trends in the "Over Time" charts.
For information about Inkling (Xhigh)'s intelligence, capabilities, modalities, and how it compares to other models, see the model overview page. View model overview