Compare / GPT-5.6 Luna vs Inkling

GPT-5.6 Luna vs Inkling

Which is cheaper, which is more capable, and which does better at each kind of work, from 21 results on 3 sources that measured both models.

GPT-5.6 Luna
OpenAI · profile
Inkling
Thinkingmachines · profile
Results compared
21
Shared sources
3

GPT-5.6 Luna or Inkling? The short answer

  • GPT-5.6 Luna is cheaper: $0.45 against $1.72 per million tokens, 3.8 times less.
  • GPT-5.6 Luna scores higher on the Artificial Analysis Intelligence Index: 37.3 against 25.0.
  • On our business benchmarks, GPT-5.6 Luna ranks higher for agents and tool use, professional work, reasoning and knowledge, writing and sticking to the facts.

At a glance

GPT-5.6 LunaInkling
Price per million tokens$0.20 in · $1.20 out$0.95 in · $4.05 out
Blended (3 in : 1 out)$0.45$1.72
Cheapest host, blended$0.23 (OpenAI)$1.72 (DeepInfra, FP8)
Intelligence Index37.325.0
Spring Prompt overall––
Output speed, tokens a second–166
Context window1,050,000 tokens524,288 tokens
WeightsClosedOpen
Developer based inthe USthe US

Prices are the developer's list price where we have read it, otherwise the typical host on OpenRouter; see every model's price. Intelligence and speed from Artificial Analysis.

Which is better for what

Each model's rank among models available today, for each kind of work, from our own benchmarks and licensed sources. The better rank is in green.

Use caseGPT-5.6 LunaInkling
Agents and tool useMulti-step tasks with tools: support desks, coding agents, function calls 47 of 161 56 of 161
Professional workReal tasks from banking, consulting and law, business documents and freelance projects 20 of 51 45 of 51
Reasoning and knowledgeHard questions across science, maths and general knowledge 38 of 195 64 of 195
WritingWhat people prefer in blind comparisons, and judged writing quality 57 of 187 59 of 187
Sticking to the factsSummarising without inventing things, and factual answers 59 of 153 75 of 153

Every shared result

BenchmarkMetricGPT-5.6 LunaInkling
Arena (formerly LMArena)reportedConfirmed task successIPS effect estimate -0.05-0.22
Arena (formerly LMArena)reportedPraise over complaintIPS effect estimate -0.04-0.22
Arena (formerly LMArena)reportedSteerabilityIPS effect estimate 0.02-0.12
Arena (formerly LMArena)reportedTool groundingIPS effect estimate 0.00-0.00
Arena (formerly LMArena)reportedOverallArena rating 1,4611,452
Arena (formerly LMArena)reportedBusiness, management and financeArena rating 1,4631,444
Arena (formerly LMArena)reportedCreative writingArena rating 1,4121,384
Arena (formerly LMArena)reportedExpert promptsArena rating 1,4911,474
Arena (formerly LMArena)reportedInstruction followingArena rating 1,4461,427
Arena (formerly LMArena)reportedOverallArena rating 1,4541,442
Arena (formerly LMArena)reportedWriting, literature and languageArena rating 1,4351,403
Artificial AnalysisreportedArtificial Analysis Coding Indexindex score 71.452.1
Artificial AnalysisreportedArtificial Analysis Intelligence Indexindex score 37.325.0
Artificial AnalysisreportedGPQA Diamond% of questions 91.1%87.2%
Artificial AnalysisreportedHumanity's Last Exam% of questions 39.5%31.9%
Artificial AnalysisreportedLong-context reasoning (AA-LCR)% of questions 83.7%77.3%
Artificial AnalysisreportedSciCode% of problems 53.6%47.0%
Artificial AnalysisreportedTerminal-Bench 2.1% of tasks 80.9%55.1%
Artificial AnalysisreportedTerminal-Bench 4.0% of tasks 11.6%1.0%
Artificial AnalysisreportedΤ-bench banking% of tasks 31.1%29.1%
SimpleQA Verified (Epoch AI)reportedCorrect answers% of questions 41.0%40.3%

Bold green marks the better value on that metric. Where a source reports ranges that overlap, the difference may not be meaningful; see the benchmark page for ranges.

Quick answers

Is GPT-5.6 Luna better than Inkling?

It depends on the task. Among models available today, on our benchmarks and licensed sources, GPT-5.6 Luna ranks higher for agents and tool use, professional work, reasoning and knowledge, writing and sticking to the facts.

Which is cheaper, GPT-5.6 Luna or Inkling?

GPT-5.6 Luna costs $0.45 per million tokens (three input to one output), against $1.72 for Inkling.

Run GPT-5.6 Luna and Inkling on your own prompt

Benchmarks aren't your data. Try both side by side in the playground, with the cost of every answer.