InclusionAI: Models Intelligence, Performance & Price
This analysis is intended to support you in choosing the best model provided by InclusionAI for your use-case.
Most Intelligent
Updated
Ling-3.0-flash-VLLing-3.0-flash-FinLing 3.0 FlashRing-2.6-1TLing 3.0 TinyIntelligence index
Total 5 models
Fastest
Ling 3.0 FlashLing-3.0-flash-FinLing 3.0 TinyLing-3.0-flash-VLRing-2.6-1TOutput speed
Total 5 models
Lowest Price
Ling 3.0 FlashRing-2.6-1TBlended price (per 1M tokens)
Total 5 models
InclusionAI offers 5 models, each with different intelligence, performance, and pricing characteristics. Below is a comparison of the key metrics across models.
- For intelligence, the top models on InclusionAI are Ling-3.0-flash-VL (25), Ling-3.0-flash-Fin (23), and Ling 3.0 Flash (21).
- For output speed, the fastest models are Ling 3.0 Flash (317 t/s), Ling-3.0-flash-Fin (160 t/s), and Ling 3.0 Tiny (154 t/s). Speed varies significantly across models, with a 158% difference between the fastest and slowest.
- For latency, Ling 3.0 Flash (8.84s), Ling 3.0 Tiny (15.59s), and Ling-3.0-flash-Fin (15.60s) offer the lowest time to first answer token.
- For pricing, Ling 3.0 Flash ($0.05) and Ring-2.6-1T ($0.52) offer the lowest blended prices per 1M tokens.
- For context window size, Ling-3.0-flash-VL (262k), Ling-3.0-flash-Fin (262k), and Ling 3.0 Flash (262k) support the largest context windows on InclusionAI.
- Ling 3.0 Flash offers both the fastest output and best pricing, making it attractive for throughput-sensitive and cost-conscious applications. Ling-3.0-flash-VL leads in intelligence for tasks that require the highest quality.
Highlights
Intelligence Evaluations
Artificial Analysis Intelligence Index
Intelligence Evaluations
Agentic knowledge work, (Elo-500)/2000
Agentic real-world work tasks, (Elo-500)/2000
Agentic SaaS workflows
Agentic coding & terminal use
Coding
Reasoning & knowledge
Professional document reasoning, All-pass
Physics reasoning
Knowledge
1 - hallucination rate
Long context reasoning
Legal agentic work, criterion pass rate
Agentic business operations
Quantitative analysis on spreadsheets & documents
Agentic tool use
Kubernetes incident root-cause analysis
Visual reasoning
Medical long context reasoning
Intelligence Index vs. Price
Context Window
Context Window
Pricing
Intelligence Index vs. Price
Performance Summary
Output Speed vs. Price
Speed
Measured by Output Speed (tokens per second)
Output Speed
Latency
Measured by Time (seconds) to First Token
Latency: 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 vs. Price
Further Analysis | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
Ling-3.0-flash-VL | 262k | Open | 25 | -- | 146 | 2.30 | 19.46 | 13.73 | |||
Ling-3.0-flash-Fin | 262k | Open | 23 | -- | 160 | 3.14 | 18.72 | 12.46 | |||
Ling 3.0 Flash | 262k | Open | 21 | $0.03 | 317 | 2.54 | 10.42 | 6.31 | |||
Ring-2.6-1T | 262k | Open | 17 | $0.29 | 123 | 3.66 | 24.00 | 16.27 | |||
Ling-2.6-1T | 262k | Open | 17* | -- | -- | -- | -- | -- | |||
Ling 3.0 Tiny | 262k | Open | 12 | $0.00 | 154 | 2.58 | 18.84 | 13.01 | |||
Key definitions
Frequently Asked Questions
Common questions about InclusionAI
InclusionAI offers 5 models that we track: Ling-3.0-flash-VL, Ling-3.0-flash-Fin, Ling 3.0 Flash, Ring-2.6-1T, and Ling 3.0 Tiny.
The most intelligent model available on InclusionAI is Ling-3.0-flash-VL with an Intelligence Index score of 25.
The fastest model on InclusionAI by output speed is Ling 3.0 Flash at 317.2 tokens per second.
The model with the lowest time to first answer token on InclusionAI is Ling 3.0 Flash at 8.84s. Lower latency means faster initial response time.
The most affordable model on InclusionAI by blended price is Ling 3.0 Flash at $0.05 per 1M tokens (7:2:1 cache hit/input/output ratio).
Prices on InclusionAI vary up to 11x across models, from $0.05 per 1M tokens for Ling 3.0 Flash to $0.52 per 1M tokens for Ring-2.6-1T.
Yes, InclusionAI offers an OpenAI-compatible API, making it easy to switch from OpenAI or use existing OpenAI SDK integrations.
Yes, all 5 models on InclusionAI support JSON mode for structured output.
Yes, all 5 models on InclusionAI support function calling (tool use).
Yes, InclusionAI offers 5 reasoning models: Ling-3.0-flash-VL, Ling-3.0-flash-Fin, Ling 3.0 Flash, Ring-2.6-1T, and Ling 3.0 Tiny. Reasoning models use extended thinking to work through complex problems before providing an answer.
Yes, all 5 models on InclusionAI are open weight models.
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.
When choosing a model on InclusionAI, consider: intelligence (for quality-sensitive tasks), output speed (for throughput-intensive tasks), latency (for interactive applications requiring quick first responses), pricing (for cost-sensitive workloads), and features like context window size, JSON mode, or function calling support.