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Ling 3.0 Flash

inclusionai·inclusionai/ling-3.0-flash·GA·Closed·ling series·NEW
Efficient model for low-latency assistance, extraction, and routine automation

Ling 3.0 Flash by inclusionai is offered by 5 providers on this page. Its reference price is $0.075 per 1M input tokens and $0.22 per 1M output tokens. The lowest paid channel is OpenRouter at $0.021 / $0.063 per 1M, about 3.6× below the reference price. That channel is a third-party gateway, so confirm its availability and rate limits before depending on it.

Artificial Analysis rates it 37.8 on the Intelligence Index, with 50.6 for coding and 29.3 for agentic tasks. Against its lowest blended price of $0.032 per 1M, that is roughly 1200 index points per dollar, which is the value ratio the leaderboards rank on. Median output speed is 374 tokens per second, with 2.92s to the first token. Running one task of the Artificial Analysis suite costs about $0.0377, which reflects how many tokens its reasoning consumes rather than the unit price alone.

The context window is 262,144 tokens at the reference host, but hosts report different limits, from 256,000 to 262,144, so the usable window depends on the provider you pick. It supports reasoning and tool use. Providers report the capability flags inconsistently, so verify a specific feature against the host you plan to use.

Specs & pricing

Input / output per 1M tokens
Reference price·NanoGPT
$0.075 / $0.22
Blended $0.111 · Cache read $0.015
Lowest paid·OpenRouterGateway
$0.021 / $0.063
Blended $0.032 · 3.6× spread
Context
262,144
Output limit
32,768
Knowledge cutoff
—
Released / updated
2026-07-23 / 2026-08-06
Capabilities
✓ Reasoning✓ Tool useStructured output✓ TemperatureAttachments
⚠ Providers report capability flags inconsistently
Modalities
Text

Quality & performanceArtificial Analysis · Intelligence Index v4.1

Intelligence37.8
Value1200
Coding50.6
Agentic29.3
Output speed374 tok/s
TTFT2.92 s
Cost per task$0.0377
Value formulaIQ 37.8 ÷ min blended $0.032 = 1200

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

Available at 5 providers5 with public prices

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
OpenRouterGateway$0.021$0.063$0.0042—262,14432,768
Vercel AI GatewayCloud$0.06$0.18$0.012—256,000 ⚠32,000
DevPass (LLM Gateway)Gateway$0.06$0.18$0.012—262,144262,144
Kilo GatewayGateway$0.06$0.18$0.012—262,14432,768
NanoGPTGateway$0.075$0.22$0.015—262,14432,768

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

1OpenRouter$5.33
2Vercel AI Gateway$15.24
3DevPass (LLM Gateway)$15.24
4Kilo Gateway$15.24
5NanoGPT$18.80
The cheapest paid channel is the only channel.

Reasoning control

Toggle (on / off)effort = noneeffort = high

1 / 5 providers expose no reasoning control (reasoning_options: []).

Related models

inLing 3.0 Flash Sante (Free)same series$0 / $0inLing 3.0 Flash Santesame series$0 / $0inLing 3.0 Flash Finsame series$0.06 / $0.18GLM-4.7-Flashcheaper alternative$0 / $0Hy3cheaper alternative$0 / $0Qwen3.7 Flashcheaper alternative$0.03 / $0.118Nemotron 3 Nano 30B A3Bcheaper alternative$0 / $0

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 $0.0322026-08-10 · Min blended $0.0322026-08-11 · Min blended $0.0322026-08-12 · Min blended $0.0322026-08-13 · Min blended $0.032
Data partly from models.dev (MIT) · NanoGPT official docs ↗