AI Recommendation
Should you use ling-3.1-flash?
ling-3.1-flash is listed for chat workloads and supports a 262K context window.
Use it when Kilo Code's free tier is enough for evaluation, demos, or light production traffic.
ling-3.1-flash Free API on Kilo Code
Free APIEfficient model for low-latency assistance, extraction, and routine automation
Free APIOpenAI compatibleReasoningTool callingTextReasoning
API Details
Copy-ready connection details
Base URL
https://api.kilo.ai/api/gateway Model ID
inclusionai/ling-3.1-flash API format OpenAI-style
Technical Details
ling-3.1-flash specifications
Context window 262K
Max output 32K
Status Online
Family ling
Released Sep 29, 2026
Last updated Oct 6, 2026
Free listing since Sep 29, 2026
Input text
Output text
Capabilities reasoning, tool calling
Best for
- Chat
Strengths & Weaknesses
Strengths
- Long context window
- Reasoning mode listed
- Tool calling support
- Works with OpenAI-style SDKs
Watch outs
- Free-tier rate limits apply
- Vision support is not listed
Benchmark Overview
Benchmark signals for ling-3.1-flash
Intelligence General reasoning and instruction following
41.1/100 Speed Observed generation speed
211 tok/s Context Maximum listed context window
262K Pricing
ling-3.1-flash pricing per 1M tokens
Input $0.3 per 1M tokens
Output $0.9 per 1M tokens
Access Available Kilo Code
Rate limit 200 req/hr provider policy
Availability
ling-3.1-flash availability by provider
We found 2 provider listings for ling. Check model ID, quota, pricing, and API format before switching providers.
| Provider | Model listing | Access | Context | API | Limits |
|---|---|---|---|---|---|
| | inclusionai/ling-3.1-flash | Free tier | 262K | OpenAI-style | 200 req/hr |
| | inclusionAI: Ling 3.1 Flash | Free tier | 262K | OpenAI-style | 200 req/day (free tier) |
Compare
ling-3.1-flash alternatives to consider
| Model | Provider | Context | Access |
|---|---|---|---|
| inclusionAI: Ling 3.1 Flash | OpenRouter | 262K | Free tier |
| nvidia/nemotron-3-ultra-550b-a55b:free | Kilo Code | 1.0M | Free tier |
| stepfun/step-3.7-flash:free | Kilo Code | 262K | Free tier |
| nvidia/nemotron-3-super-120b-a12b:free | Kilo Code | 262K | Free tier |
| nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free | Kilo Code | 256K | Free tier |
Typical Use Cases
ling-3.1-flash use cases
Chat
ling-3.1-flash is tagged for chat in this catalog and works with OpenAI-compatible client libraries.
FAQ
ling-3.1-flash free API FAQ
Is ling-3.1-flash free to use?
ling-3.1-flash is listed with free API access on Kilo Code, subject to the provider's quota and account policy.
What is the ling-3.1-flash model ID?
The model ID shown in this catalog is inclusionai/ling-3.1-flash.
What are the ling-3.1-flash free tier rate limits on Kilo Code?
The listed free tier limit is 200 req/hr. Limits can change per account tier, so confirm against the provider dashboard.
What context window does ling-3.1-flash support?
The listed context window is 262K tokens with up to 32K output tokens.
More about ling-3.1-flash
Ling 3.1 Flash is a hybrid reasoning mixture-of-experts model from inclusionAI, with 25B active parameters out of 560B total.
For API keys, setup steps, and provider-level limits, see the Kilo Code provider page.