Hy4 preview vs Inkling

At a Glance

Compare
InklingThinking Machines Lab
Intelligence, Cost, and Efficiency
IntelligenceHigher is better · MM Intelligence v2.5UnrankedNot in the 46-model eligible cohort#34 of 4645.4 score · 3/3 sources · complete
CostLower is better · Published-token output estimateUnrankedNot in the 44-model eligible cohort#18 of 44$0.090 per LiveBench case
EfficiencyHigher is better · MM Efficiency v1.5UnrankedNot in the 38-model eligible cohort#28 of 3848.1 score · 3/3 sources · complete
Pricing and Limits
Input priceFrom · USD / 1M tokens$0.834Openrouter · Sep 22, 2026$0.95Deepinfra · Sep 22, 2026
Output priceFrom · USD / 1M tokens$2.501Openrouter · Sep 22, 2026$4.05Deepinfra · Sep 22, 2026
Context windowMaximum documented tokens1,000K1,049K
Model facts checkedSep 2, 2026View model evidence →Sep 3, 2026View model evidence →

Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →

Available Benchmarks

All benchmark results →
BenchmarkHy4 previewInkling
LMArena Agent Arenaagent-2026-09-15-d25aabda0010 · outcome_score · leader5.01100% of row best · score · Hy4 preview; 95% CI [3.98979428, 6.02540735]; sessions 38074; observations 2777850; rank 11-10.0286% of row best · score · Inkling; 95% CI [-10.93664189, -9.10513108]; sessions 42313; observations 1624204; rank 42
Overall ResultCounted from the protocol-matched rows above1 benchmark winNo overall winner0 benchmark winsNo overall winner

Third-party benchmark Only like-for-like primary-publisher results are shown; raw scores, relative scores, configuration, and token spend remain visible.

Side-by-Side Facts

FieldHy4 previewInkling
DeveloperTencentThinking Machines Lab
FamilyHy4Inkling
ModelHy4 previewInkling
VersionHy4 previewInkling
Lifecyclepreviewactive
Released2026-08-282026-07-15
Knowledge cutoffUnknownUnknown
Input modalitiesTextText, Image, Video, Audio
Output modalitiesTextText
Context window1,000K1,049K
Total parameters770B975B
Active parameters49B41B
Licenseapache-2.0apache-2.0
Open weightsYesYes
API availableYesYes
Self-hostableYesYes
Provider accessOpenrouter (Standard)Deepinfra (Standard), Fireworks Ai (Standard), Openrouter (Standard), Together Ai (Standard)
Capabilitieschat, generation, reasoning, toolsagents, chat, coding, generation, reasoning, tools, vision

Hy4 preview Capabilities

chatgenerationreasoningtools
Serving providers1
Canonical IDtencent/Hy4-preview

Inkling Capabilities

agentschatcodinggenerationreasoningtoolsvision
Serving providers4
Canonical IDthinkingmachines/Inkling

Primary Evidence

Sources and Freshness

Questions

Hy4 preview vs Inkling FAQs

Is Hy4 preview or Inkling better for coding?+

This comparison does not currently contain a protocol-matched coding benchmark for both Hy4 preview and Inkling, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.

Which is cheaper, Hy4 preview or Inkling?+

Hy4 preview is $0.834 and Inkling is $0.95 per million tokens, so Hy4 preview is cheaper on this metric. Hy4 preview is $2.501 and Inkling is $4.05 per million tokens, so Hy4 preview is cheaper on this metric.

Which has a larger context window, Hy4 preview or Inkling?+

Inkling has the larger sourced context window. Hy4 preview supports 1,000K and Inkling supports 1,049K.

Which performs better in benchmarks, Hy4 preview or Inkling?+

There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.

Can Hy4 preview or Inkling be self-hosted?+

Both models have the same recorded self-hosting status: supported. Hy4 preview is open weight; Inkling is open weight.

Can Hy4 preview and Inkling understand images?+

Hy4 preview is not documented with image input; Inkling is documented with image input. This reflects supported input modalities, not vision quality.

Which can generate longer answers, Hy4 preview or Inkling?+

Neither has a larger sourced maximum output. Hy4 preview is — and Inkling is —.

Do Hy4 preview and Inkling support reasoning and tool use?+

Hy4 preview: reasoning and tool calling. Inkling: reasoning, tool calling, and image input. Feature support does not establish relative quality.

Which is available from more inference providers, Hy4 preview or Inkling?+

Hy4 preview has 1 sourced provider route; Inkling has 4, so Inkling has broader tracked availability.

Which offers better value, Hy4 preview or Inkling?+

There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.

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