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Creator unverified · deprecated

Ling 3.1 Flash

Ling 3.1 Flash is listed with its creator unverified. It accepts text input and produces text output. Reported capabilities include reasoning and tool calling.

Compare model

Modalities

Hosted provider token rates

$0.075 / $0.22

USD per 1M input / output tokens · NanoGPT

Context

262K

Released

2026-09-29

Knowledge cutoff

Unknown

No recent lab-operated provider rate is available. Showing the third-party host with the lowest input rate + ¼ output rate. This is one offering, not an average; other providers, modalities, tiers, and fees may differ.

Where to use it

10 observed offerings · token prices in USD per million where available

Estimate your workload cost
CommandCode

inclusionai/ling-3.1-flash:free

deprecated

Input

$0

Output

$0

Cache

$0

Context

262K

Max output

33K
Reasoning
Yes
Tool calling
Yes
Structured output
Unknown
Temperature
Yes

Not a current offering

DevPass (LLM Gateway)

ling-3.1-flash

current

Input

$0

Output

$0

Cache

—

Context

262K

Max output

33K
Reasoning
Yes
Tool calling
Yes
Structured output
Unknown
Temperature
Yes

Historical price

NanoGPT

inclusionai/ling-3.1-flash

current

Input

$0.075

Output

$0.22

Cache

$0.015

Context

262K

Max output

33K
Reasoning
Yes
Tool calling
Yes
Structured output
Yes
Temperature
Yes

Recent price

Novita AI

inclusionai/ling-3.1-flash

current

Input

$0.30

Output

$0.90

Cache

$0.06

Context

1M

Max output

262K
Reasoning
Yes
Tool calling
Yes
Structured output
Unknown
Temperature
Yes

Recent price

OpenRouter

inclusionai/ling-3.1-flash

current

Input

$0.075

Output

$0.225

Cache

$0.015

Context

1M

Max output

262K
Reasoning
Yes
Tool calling
Yes
Structured output
Yes
Temperature
Yes

Recent price

Vercel AI Gateway

inclusionai/ling-3.1-flash

current

Input

$0.30

Output

$0.90

Cache

$0.06

Context

262K

Max output

33K
Reasoning
Yes
Tool calling
Yes
Structured output
Unknown
Temperature
Yes

Recent price

Kilo Gateway

inclusionai/ling-3.1-flash

current

Input

$0.30

Output

$0.90

Cache

$0.06

Context

1M

Max output

262K
Reasoning
Yes
Tool calling
Yes
Structured output
Yes
Temperature
Yes

Recent price

OpenCode

ling-3.1-flash-free

deprecated

Input

$0

Output

$0

Cache

$0

Context

262K

Max output

33K
Reasoning
Yes
Tool calling
Yes
Structured output
No
Temperature
Yes

Not a current offering

Vercel AI Gateway

inclusionai/ling-3.1-flash-free

current

Input

$0

Output

$0

Cache

—

Context

262K

Max output

33K
Reasoning
Yes
Tool calling
Yes
Structured output
Unknown
Temperature
Unknown

Historical price

LLM Gateway

novita/ling-3.1-flash

current

Input

$0

Output

$0

Cache

—

Context

262K

Max output

33K
Reasoning
Yes
Tool calling
Yes
Structured output
No
Temperature
Yes

Historical price

Limits and capabilities reflect each provider’s listed offering. Unknown means support was not reported.

Capabilities and limits

Input
text
Output
text
Max output
33K
Weights
Open (source-reported)
Release
2026-09-29
Knowledge cutoff
Unknown
Family
ling

Reasoning · Tool calling

Provider-specific limits and support can differ.

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Evaluate quality and latency on examples from your intended use before choosing a model.

Explore available evidence

Models to compare

Candidates match reported specifications; they are not tested replacements.

Model and price history

Latest recorded change: source refresh · 2026-10-28

Model changes (16)
  • source refresh · 2026-10-28
    {
      "before": {
        "context_tokens": 262144,
        "max_output_tokens": 235929
      },
      "after": {
        "context_tokens": 1000000,
        "max_output_tokens": 262144
      }
    }
  • source refresh · 2026-10-28
    {
      "before": {
        "context_tokens": 262144
      },
      "after": {
        "context_tokens": 1000000
      }
    }
  • source refresh · 2026-10-28
    {
      "before": {
        "context_tokens": 262144,
        "max_output_tokens": 235929
      },
      "after": {
        "context_tokens": 1000000,
        "max_output_tokens": 262144
      }
    }
  • source refresh · 2026-10-22
    {
      "before": {
        "status": "current"
      },
      "after": {
        "status": "deprecated"
      }
    }
  • source refresh · 2026-10-20
    {
      "before": {
        "open_weights": false
      },
      "after": {
        "open_weights": true
      }
    }
  • source refresh · 2026-10-20
    {
      "before": {
        "open_weights": false
      },
      "after": {
        "open_weights": true
      }
    }
  • source refresh · 2026-10-20
    {
      "before": {
        "open_weights": false
      },
      "after": {
        "open_weights": true
      }
    }
  • source refresh · 2026-10-20
    {
      "before": {
        "open_weights": false
      },
      "after": {
        "open_weights": true
      }
    }
  • source refresh · 2026-10-20
    {
      "before": {
        "open_weights": false
      },
      "after": {
        "open_weights": true
      }
    }
  • source refresh · 2026-10-20
    {
      "before": {
        "open_weights": false
      },
      "after": {
        "open_weights": true
      }
    }
  • source refresh · 2026-10-20
    {
      "before": {
        "open_weights": false
      },
      "after": {
        "open_weights": true
      }
    }
  • source refresh · 2026-10-17
    {
      "before": {
        "supports_structured_output": false
      },
      "after": {
        "supports_structured_output": true
      }
    }
  • price change · 2026-10-17
    {
      "before": {
        "input": "0.00000000",
        "output": "0.00000000",
        "provider": "Novita AI"
      },
      "after": {
        "input": 0.3,
        "output": 0.9,
        "provider": "Novita AI"
      }
    }
  • source refresh · 2026-10-17
    {
      "before": {
        "status": "current"
      },
      "after": {
        "status": "deprecated"
      }
    }
  • price change · 2026-10-17
    {
      "before": {
        "input": "0.00000000",
        "output": "0.00000000",
        "provider": "Vercel AI Gateway"
      },
      "after": {
        "input": 0.3,
        "output": 0.9,
        "provider": "Vercel AI Gateway"
      }
    }
  • source refresh · 2026-10-12
    {
      "before": {
        "max_output_tokens": 32768
      },
      "after": {
        "max_output_tokens": 262144
      }
    }
Price history (229 observations)
DateProviderInput / output
2026-11-01CommandCode$0 / $0
2026-11-01Kilo Gateway$0.30 / $0.90
2026-11-01NanoGPT$0.075 / $0.22
2026-11-01Novita AI$0.30 / $0.90
2026-11-01OpenCode$0 / $0
2026-11-01OpenRouter$0.075 / $0.225
2026-11-01Vercel AI Gateway$0.30 / $0.90
2026-10-31CommandCode$0 / $0
2026-10-31Kilo Gateway$0.30 / $0.90
2026-10-31NanoGPT$0.075 / $0.22
2026-10-31Novita AI$0.30 / $0.90
2026-10-31OpenCode$0 / $0
2026-10-31OpenRouter$0.075 / $0.225
2026-10-31Vercel AI Gateway$0.30 / $0.90
2026-10-30CommandCode$0 / $0
2026-10-30Kilo Gateway$0.30 / $0.90
2026-10-30NanoGPT$0.075 / $0.22
2026-10-30Novita AI$0.30 / $0.90
2026-10-30OpenCode$0 / $0
2026-10-30OpenRouter$0.075 / $0.225
2026-10-30Vercel AI Gateway$0.30 / $0.90
2026-10-29CommandCode$0 / $0
2026-10-29Kilo Gateway$0.30 / $0.90
2026-10-29NanoGPT$0.075 / $0.22
2026-10-29Novita AI$0.30 / $0.90
2026-10-29OpenCode$0 / $0
2026-10-29OpenRouter$0.075 / $0.225
2026-10-29Vercel AI Gateway$0.30 / $0.90
2026-10-28CommandCode$0 / $0
2026-10-28Kilo Gateway$0.30 / $0.90
2026-10-28NanoGPT$0.075 / $0.22
2026-10-28Novita AI$0.30 / $0.90
2026-10-28OpenCode$0 / $0
2026-10-28OpenRouter$0.075 / $0.225
2026-10-28Vercel AI Gateway$0.30 / $0.90
2026-10-27CommandCode$0 / $0
2026-10-27Kilo Gateway$0.30 / $0.90
2026-10-27NanoGPT$0.075 / $0.22
2026-10-27Novita AI$0.30 / $0.90
2026-10-27OpenCode$0 / $0
2026-10-27OpenRouter$0.075 / $0.225
2026-10-27Vercel AI Gateway$0.30 / $0.90
2026-10-27CommandCode$0 / $0
2026-10-27Kilo Gateway$0.30 / $0.90
2026-10-27NanoGPT$0.075 / $0.22
2026-10-27Novita AI$0.30 / $0.90
2026-10-27OpenCode$0 / $0
2026-10-27OpenRouter$0.075 / $0.225
2026-10-27Vercel AI Gateway$0.30 / $0.90
2026-10-27CommandCode$0 / $0
2026-10-27Kilo Gateway$0.30 / $0.90
2026-10-27NanoGPT$0.075 / $0.22
2026-10-27Novita AI$0.30 / $0.90
2026-10-27OpenCode$0 / $0
2026-10-27OpenRouter$0.075 / $0.225
2026-10-27Vercel AI Gateway$0.30 / $0.90
2026-10-27CommandCode$0 / $0
2026-10-27Kilo Gateway$0.30 / $0.90
2026-10-27NanoGPT$0.075 / $0.22
2026-10-27Novita AI$0.30 / $0.90
2026-10-27OpenCode$0 / $0
2026-10-27OpenRouter$0.075 / $0.225
2026-10-27Vercel AI Gateway$0.30 / $0.90
2026-10-26CommandCode$0 / $0
2026-10-26Kilo Gateway$0.30 / $0.90
2026-10-26NanoGPT$0.075 / $0.22
2026-10-26Novita AI$0.30 / $0.90
2026-10-26OpenCode$0 / $0
2026-10-26OpenRouter$0.075 / $0.225
2026-10-26Vercel AI Gateway$0.30 / $0.90
2026-10-25CommandCode$0 / $0
2026-10-25Kilo Gateway$0.30 / $0.90
2026-10-25NanoGPT$0.075 / $0.22
2026-10-25Novita AI$0.30 / $0.90
2026-10-25OpenCode$0 / $0
2026-10-25OpenRouter$0.075 / $0.225
2026-10-25Vercel AI Gateway$0.30 / $0.90
2026-10-24CommandCode$0 / $0
2026-10-24Kilo Gateway$0.30 / $0.90
2026-10-24NanoGPT$0.075 / $0.22
2026-10-24Novita AI$0.30 / $0.90
2026-10-24OpenCode$0 / $0
2026-10-24OpenRouter$0.075 / $0.225
2026-10-24Vercel AI Gateway$0.30 / $0.90
2026-10-24CommandCode$0 / $0
2026-10-24Kilo Gateway$0.30 / $0.90
2026-10-24NanoGPT$0.075 / $0.22
2026-10-24Novita AI$0.30 / $0.90
2026-10-24OpenCode$0 / $0
2026-10-24OpenRouter$0.075 / $0.225
2026-10-24Vercel AI Gateway$0.30 / $0.90
2026-10-24CommandCode$0 / $0
2026-10-24Kilo Gateway$0.30 / $0.90
2026-10-24NanoGPT$0.075 / $0.22
2026-10-24Novita AI$0.30 / $0.90
2026-10-24OpenCode$0 / $0
2026-10-24OpenRouter$0.075 / $0.225
2026-10-24Vercel AI Gateway$0.30 / $0.90
2026-10-23CommandCode$0 / $0
2026-10-23Kilo Gateway$0.30 / $0.90
2026-10-23NanoGPT$0.075 / $0.22
2026-10-23Novita AI$0.30 / $0.90
2026-10-23OpenCode$0 / $0
2026-10-23OpenRouter$0.075 / $0.225
2026-10-23Vercel AI Gateway$0.30 / $0.90
2026-10-23CommandCode$0 / $0
2026-10-23Kilo Gateway$0.30 / $0.90
2026-10-23NanoGPT$0.075 / $0.22
2026-10-23Novita AI$0.30 / $0.90
2026-10-23OpenCode$0 / $0
2026-10-23OpenRouter$0.075 / $0.225
2026-10-23Vercel AI Gateway$0.30 / $0.90
2026-10-23CommandCode$0 / $0
2026-10-23Kilo Gateway$0.30 / $0.90
2026-10-23NanoGPT$0.075 / $0.22
2026-10-23Novita AI$0.30 / $0.90
2026-10-23OpenCode$0 / $0
2026-10-23OpenRouter$0.075 / $0.225
2026-10-23Vercel AI Gateway$0.30 / $0.90
2026-10-23CommandCode$0 / $0
2026-10-23Kilo Gateway$0.30 / $0.90
2026-10-23NanoGPT$0.075 / $0.22
2026-10-23Novita AI$0.30 / $0.90
2026-10-23OpenCode$0 / $0
2026-10-23OpenRouter$0.075 / $0.225
2026-10-23Vercel AI Gateway$0.30 / $0.90
2026-10-23CommandCode$0 / $0
2026-10-23Kilo Gateway$0.30 / $0.90
2026-10-23NanoGPT$0.075 / $0.22
2026-10-23Novita AI$0.30 / $0.90
2026-10-23OpenCode$0 / $0
2026-10-23OpenRouter$0.075 / $0.225
2026-10-23Vercel AI Gateway$0.30 / $0.90
2026-10-22CommandCode$0 / $0
2026-10-22Kilo Gateway$0.30 / $0.90
2026-10-22NanoGPT$0.075 / $0.22
2026-10-22Novita AI$0.30 / $0.90
2026-10-22OpenCode$0 / $0
2026-10-22OpenRouter$0.075 / $0.225
2026-10-22Vercel AI Gateway$0.30 / $0.90
2026-10-21CommandCode$0 / $0
2026-10-21Kilo Gateway$0.30 / $0.90
2026-10-21NanoGPT$0.075 / $0.22
2026-10-21Novita AI$0.30 / $0.90
2026-10-21OpenCode$0 / $0
2026-10-21OpenRouter$0.075 / $0.225
2026-10-21Vercel AI Gateway$0.30 / $0.90
2026-10-20CommandCode$0 / $0
2026-10-20Kilo Gateway$0.30 / $0.90
2026-10-20DevPass (LLM Gateway)$0 / $0
2026-10-20LLM Gateway$0 / $0
2026-10-20NanoGPT$0.075 / $0.22
2026-10-20Novita AI$0.30 / $0.90
2026-10-20OpenCode$0 / $0
2026-10-20OpenRouter$0.075 / $0.225
2026-10-20Vercel AI Gateway$0.30 / $0.90
2026-10-19CommandCode$0 / $0
2026-10-19DevPass (LLM Gateway)$0 / $0
2026-10-19LLM Gateway$0 / $0
2026-10-19NanoGPT$0.075 / $0.22
2026-10-19Novita AI$0.30 / $0.90
2026-10-19OpenCode$0 / $0
2026-10-19Vercel AI Gateway$0.30 / $0.90
2026-10-18CommandCode$0 / $0
2026-10-18DevPass (LLM Gateway)$0 / $0
2026-10-18LLM Gateway$0 / $0
2026-10-18NanoGPT$0.075 / $0.22
2026-10-18Novita AI$0.30 / $0.90
2026-10-18OpenCode$0 / $0
2026-10-18Vercel AI Gateway$0.30 / $0.90
2026-10-17CommandCode$0 / $0
2026-10-17DevPass (LLM Gateway)$0 / $0
2026-10-17LLM Gateway$0 / $0
2026-10-17NanoGPT$0.075 / $0.22
2026-10-17Novita AI$0.30 / $0.90
2026-10-17OpenCode$0 / $0
2026-10-17Vercel AI Gateway$0.30 / $0.90
2026-10-12DevPass (LLM Gateway)$0 / $0
2026-10-12LLM Gateway$0 / $0
2026-10-12NanoGPT$0.075 / $0.22
2026-10-12Novita AI$0 / $0
2026-10-12OpenCode Zen$0 / $0
2026-10-12Vercel AI Gateway$0 / $0
2026-10-12Vercel AI Gateway$0 / $0
2026-10-12DevPass (LLM Gateway)$0 / $0
2026-10-12LLM Gateway$0 / $0
2026-10-12NanoGPT$0.075 / $0.22
2026-10-12Novita AI$0 / $0
2026-10-12OpenCode Zen$0 / $0
2026-10-12Vercel AI Gateway$0 / $0
2026-10-12Vercel AI Gateway$0 / $0
2026-10-11DevPass (LLM Gateway)$0 / $0
2026-10-11LLM Gateway$0 / $0
2026-10-11NanoGPT$0.075 / $0.22
2026-10-11Novita AI$0 / $0
2026-10-11OpenCode Zen$0 / $0
2026-10-11Vercel AI Gateway$0 / $0
2026-10-11Vercel AI Gateway$0 / $0
2026-10-10DevPass (LLM Gateway)$0 / $0
2026-10-10LLM Gateway$0 / $0
2026-10-10NanoGPT$0.075 / $0.22
2026-10-10Novita AI$0 / $0
2026-10-10OpenCode Zen$0 / $0
2026-10-10Vercel AI Gateway$0 / $0
2026-10-10Vercel AI Gateway$0 / $0
2026-10-09DevPass (LLM Gateway)$0 / $0
2026-10-09LLM Gateway$0 / $0
2026-10-09NanoGPT$0.075 / $0.22
2026-10-09OpenCode Zen$0 / $0
2026-10-09Vercel AI Gateway$0 / $0
2026-10-09Vercel AI Gateway$0 / $0
2026-10-09DevPass (LLM Gateway)$0 / $0
2026-10-09LLM Gateway$0 / $0
2026-10-09NanoGPT$0.075 / $0.22
2026-10-09OpenCode Zen$0 / $0
2026-10-09Vercel AI Gateway$0 / $0
2026-10-09Vercel AI Gateway$0 / $0
2026-10-08DevPass (LLM Gateway)$0 / $0
2026-10-08LLM Gateway$0 / $0
2026-10-08NanoGPT$0.075 / $0.22
2026-10-08OpenCode Zen$0 / $0
2026-10-08Vercel AI Gateway$0 / $0
2026-10-08Vercel AI Gateway$0 / $0
2026-10-07DevPass (LLM Gateway)$0 / $0
2026-10-07LLM Gateway$0 / $0
2026-10-07NanoGPT$0.075 / $0.22
2026-10-07OpenCode Zen$0 / $0
2026-10-07Vercel AI Gateway$0 / $0
2026-10-07Vercel AI Gateway$0 / $0