Ling-3.0-flash-VL API Provider Benchmarking & Analysis
This analysis is intended to support you in choosing the best API provider of Ling-3.0-flash-VL for your use-case.
Fastest
InclusionAIOutput speed
Total 1 provider
Lowest Latency
InclusionAITime to first answer token
Total 1 provider
Lowest Price
InclusionAIBlended price (per 1M tokens)
Total 1 provider
Ling-3.0-flash-VL is available through InclusionAI.
Highlights
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
Output Speed vs. Price
Speed
Measured by Output Speed (tokens per second)
Output Speed: Ling-3.0-flash-VL
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
| InclusionAI | 262k | Open | -- | 139 | 1.76 | 19.78 | 14.41 | ||
Frequently Asked Questions
Common questions about Ling-3.0-flash-VL providers
Ling-3.0-flash-VL is available through 1 API provider: InclusionAI. Each provider offers different performance characteristics and pricing.
Ling-3.0-flash-VL is currently available through 1 API provider that we benchmark and track.
The fastest provider for Ling-3.0-flash-VL by output speed is InclusionAI (138.8 t/s). Output speed measures how quickly tokens are generated after the model starts responding.
The provider with the lowest time to first answer token for Ling-3.0-flash-VL is InclusionAI (16.18s). Lower latency means faster initial response time.
The most affordable provider for Ling-3.0-flash-VL by blended price is InclusionAI ($0.00 per 1M tokens). Blended price uses a 7:2:1 cache hit/input/output token ratio.
The provider with the lowest input token pricing for Ling-3.0-flash-VL is InclusionAI ($0.00 per 1M input tokens).
The provider with the lowest output token pricing for Ling-3.0-flash-VL is InclusionAI ($0.00 per 1M output tokens).
The only provider of Ling-3.0-flash-VL supports JSON mode for structured output.
The only provider of Ling-3.0-flash-VL supports function calling (tool use).
InclusionAI leads across all key metrics for Ling-3.0-flash-VL, offering the fastest speed, lowest latency, and most competitive pricing.
When choosing a provider for Ling-3.0-flash-VL, 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 Ling-3.0-flash-VL's intelligence, capabilities, modalities, and how it compares to other models, see the model overview page. View model overview