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Inkling

thinkingmachines·thinkingmachines/inkling·Deprecated·Open weights·ling series·NEW
Multimodal MoE reasoning model (975B total, 41B active) for text, image, and audio

Inkling by thinkingmachines is offered by 21 providers on this page. Public prices are shown for 20 of them. Its official list price is $1.87 per 1M input tokens and $4.68 per 1M output tokens. The lowest paid channel is Deep Infra at $0.95 / $4.05 per 1M, about 3.9× below the list price. 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 25 on the Intelligence Index, with 52.1 for coding and 22.5 for agentic tasks. Against its lowest blended price of $1.73 per 1M, that is roughly 14 index points per dollar, which is the value ratio the leaderboards rank on. Median output speed is 180 tokens per second, with 1.89s to the first token.

The context window is 65,536 tokens at the reference host, but hosts report different limits, from 65,536 to 1,048,576, so the usable window depends on the provider you pick. It supports reasoning, tool use, and structured output. Accepted input modalities are Text, Image, Audio, and PDF. The weights are open, so it can also be self-hosted or served through a gateway of your choice. 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
Official price·Thinking Machines
$1.87 / $4.68
Blended $2.57 · Cache read $0.37
Lowest paid·Deep InfraCloud
$0.95 / $4.05
Blended $1.73 · 3.9× spread
1 more $0 channels
Context
65,536
Output limit
65,536
Knowledge cutoff
—
Released / updated
2026-07-15 / 2026-07-15
Capabilities
✓ Reasoning✓ Tool use✓ Structured output✓ Temperature✓ Attachments
⚠ Providers report capability flags inconsistently
Modalities
TextImageAudioPDF
License
Apache-2.0
Weights
Hugging Face

Quality & performanceArtificial Analysis · Intelligence Index v4.3 · rep. tier Xhigh

Intelligence25
Value14
Coding52.1
Agentic22.5
Output speed180 tok/s
TTFT1.89 s
Value formulaIQ 25 ÷ min blended $1.725 = 14

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

Available at 21 providers20 with public prices · 1 free

ProviderTierInputOutputCache readCache writeContextOutput limitStatus
NvidiaCloudFree——1,048,576 ⚠16,384deprecated
Deep Infra
thinkingmachines/Inkling
Cloud$0.95$4.05$0.16—524,288 ⚠—
Kilo GatewayGateway$0.95$4.05$0.16—524,288 ⚠262,144
OpenRouterGateway$0.95$4.05$0.16—524,288 ⚠262,144
DevPass (LLM Gateway)Gateway$0.95$4.05$0.16—524,288 ⚠—
NanoGPTGateway$1.00$4.05$0.17—1,048,000 ⚠32,768
BasetenCloud$1.00$4.05——1,048,576 ⚠32,768
Hugging Face
thinkingmachines/Inkling
Cloud$1.00$4.05——1,048,576 ⚠1,048,576
Vercel AI GatewayCloud$1.00$4.05$0.17—256,000 ⚠256,000
Fireworks AICloud$1.00$4.05$0.17—1,048,576 ⚠1,048,576
Thinking MachinesOfficial
thinkingmachines/Inkling
First-party$1.87$4.68$0.37—65,53665,536

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 = minimaleffort = loweffort = mediumeffort = higheffort = maxeffort = xhighToggle (on / off)

Interleaved thinking (reasoning between tool calls) is declared by 2 of 21 providers.

6 / 21 providers expose no reasoning control (reasoning_options: []).

Experimental modes1 items

ModeProviderInputOutputCache readCache write
priorityFireworks AI$1.00$4.05$0.17—

Your usage cost

1Deep Infra$297.70
2Kilo Gateway$297.70
3OpenRouter$297.70
4DevPass (LLM Gateway)$297.70
5NanoGPT$302.90
6Vercel AI Gateway$302.90
16Thinking Machines · Official$428.48

1 more channels offer $0 (Nvidia); free tiers usually have rate limits and no SLA, excluded from ranking.

Switch to Deep Infra to save $130.78/mo (31%)

Price historyone sample accumulated per data sync

Input listOutput listMin blended
$4.68$02026-08-052026-08-132026-08-05 · Input list $1.872026-08-06 · Input list $1.872026-08-07 · Input list $1.872026-08-08 · Input list $1.872026-08-09 · Input list $1.872026-08-10 · Input list $1.872026-08-11 · Input list $1.872026-08-12 · Input list $1.872026-08-13 · Input list $1.872026-08-05 · Output list $4.682026-08-06 · Output list $4.682026-08-07 · Output list $4.682026-08-08 · Output list $4.682026-08-09 · Output list $4.682026-08-10 · Output list $4.682026-08-11 · Output list $4.682026-08-12 · Output list $4.682026-08-13 · Output list $4.682026-08-05 · Min blended $1.732026-08-06 · Min blended $1.732026-08-07 · Min blended $1.732026-08-08 · Min blended $1.732026-08-09 · Min blended $1.732026-08-10 · Min blended $1.732026-08-11 · Min blended $1.732026-08-12 · Min blended $1.732026-08-13 · Min blended $1.73

Artificial Analysis evaluations6 items

GPQA Diamond87.2%
Humanity's Last Exam31.9%
SciCode47.0%
Terminal-Bench 2.155.1%
τ³-Bench Banking29.1%
AA-LCR77.3%

Individual evaluations run by Artificial Analysis, on the same reasoning tier as the intelligence score above. Each benchmark has its own task set and harness, so rows are not comparable with one another. The Intelligence Index above draws on a different, newer set of evaluations.

Related models

inLing 3.1 Flashsame series$0.075 / $0.22inLing 3.1 Flash (Free)same series$0 / $0inLing 3.0 Flash VLsame series$0.075 / $0.22GLM-5.3-Flashcheaper alternative$0.15 / $0.50DeepSeek V4.1 Flashcheaper alternative$0.15 / $0.60DeepSeek V4 Flash 0731cheaper alternative$0.45 / $1.34GPT-5.6 Lunacheaper alternative$0.20 / $1.20
Data partly from models.dev (MIT) · Thinking Machines official docs ↗