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Ling 3.1 Flash 1019

inclusionai·inclusionai/ling-3.1-flash-1019·GA·Closed·ling series·NEW
Efficient model for low-latency assistance, extraction, and routine automation

Specs & pricing

Input / output per 1M tokens
Official price
—
Lowest paid
No paid channels
1 more $0 channels
Context
1,000,000
Output limit
262,144
Knowledge cutoff
—
Released / updated
2026-10-30 / 2026-10-30
Capabilities
✓ Reasoning✓ Tool use? Structured output? TemperatureAttachments
Modalities
Text

Ling 3.1 Flash 1019 by inclusionai is currently listed from a single provider. It also has 1 free ($0) channel; free tiers usually carry rate limits, and subscription-covered access bills $0 per token only after the subscription fee.

Artificial Analysis rates it 29.5 on the Intelligence Index. Running one task of the Artificial Analysis suite costs about $3.1851, which reflects how many tokens its reasoning consumes rather than the unit price alone.

The context window is 1,000,000 tokens, with an output limit of 262,144 tokens. It supports reasoning and tool use.

Quality & performanceArtificial Analysis · Intelligence Index v5

Intelligence29.5
Value—
Coding—
Agentic—
Output speed—
TTFT—
Cost per task$3.19

Quality is independently evaluated by Artificial Analysis. Speed/latency are model-level medians.

Available at 1 providers0 with public prices · 1 free

  • ProviderInput / Output
  • Vercel AI GatewayCloud
    Free
    Context 1,000,000Output limit 262,144
ProviderTierInputOutputCache readCache writeContextOutput limitStatus
Vercel AI GatewayCloudFree——1,000,000262,144

Sorted by blended price (input×0.75 + output×0.25) asc. The official channel always shows regardless of rank. Whether a gateway's low price is actually usable can't be verified.

Reasoning control

effort = noneeffort = loweffort = mediumeffort = high

Your usage cost

Common scenarios

This model is $0 across all listed channels (Vercel AI Gateway).

Price historyone sample accumulated per data sync

Input list —Output list —Min blended —

Price history accumulates from each data sync; currently only 1 sample(s) (2026-10-31). Each future sync adds a point, and once accumulated a line is drawn here.

Related models

inLing 3.1 Flashsame series—inLing 3.0 Flash VLsame series—inLing 3.0 Flash Santesame series—ininclusionAI/Ling-flash-2.0same lab—
Data partly from models.dev (MIT)