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Ling 3.0 Flash Thinking

inclusionai·inclusionai/ling-3.0-flash-thinking·GA·Closed·ling series·NEW

Ling-3.0-flash Thinking enables visible reasoning on inclusionAI's token-efficient 124B-parameter Mixture-of-Experts model for harder coding, tool use, planning, and production-scale agent workflows.

At a glance
Reference price$0.075 / $0.22 per 1M
Cache read $0.015 · NanoGPT
Lowest paid$0.075 / $0.22
NanoGPT Gateway
Context262,144
Output limit32,768
Capabilities
ReasoningTool useStructured output? TemperatureAttachments
Modalities
Text
Knowledge cutoff
Released / updated2026-07-23 / 2026-07-23

Quality & performance

Artificial Analysis doesn't cover this model (267 of 2059 have data). Quality data comes from independent evals covering widely used models.

Available at 1 providers1 with public prices

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
NanoGPT
inclusionai/ling-3.0-flash:thinking
Gateway$0.075$0.22$0.015262,14432,768

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.

Your usage cost

1NanoGPT$18.80
The cheapest paid channel is the only channel.

Benchmark

No upstream benchmark data for this model. For quality, see the Artificial Analysis intelligence score above.

Reasoning control

effort = noneeffort = minimaleffort = loweffort = mediumeffort = higheffort = xhigh

Related models

Price historyone sample accumulated per data sync

Input listOutput listMin blended
$0.22$02026-08-052026-08-132026-08-05 · Input list $0.062026-08-06 · Input list $0.062026-08-07 · Input list $0.062026-08-08 · Input list $0.062026-08-09 · Input list $0.0752026-08-10 · Input list $0.0752026-08-11 · Input list $0.0752026-08-12 · Input list $0.0752026-08-13 · Input list $0.0752026-08-05 · Output list $0.182026-08-06 · Output list $0.182026-08-07 · Output list $0.182026-08-08 · Output list $0.182026-08-09 · Output list $0.222026-08-10 · Output list $0.222026-08-11 · Output list $0.222026-08-12 · Output list $0.222026-08-13 · Output list $0.222026-08-05 · Min blended $0.092026-08-06 · Min blended $0.092026-08-07 · Min blended $0.092026-08-08 · Min blended $0.092026-08-09 · Min blended $0.1112026-08-10 · Min blended $0.1112026-08-11 · Min blended $0.1112026-08-12 · Min blended $0.1112026-08-13 · Min blended $0.111