GPT-5.4 vs Inkling
At a Glance
| Compare |  GPT-5.4OpenAI | InklingThinking Machines Lab |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| IntelligenceHigher is better · MM Intelligence v2.5 | #14 of 4672.8 score · 3/3 sources · complete | #34 of 4645.4 score · 3/3 sources · complete |
| CostLower is better · Published-token output estimate | #36 of 44$0.274 per LiveBench case | #18 of 44$0.090 per LiveBench case |
| EfficiencyHigher is better · MM Efficiency v1.5 | #25 of 3850.1 score · 3/3 sources · complete | #28 of 3848.1 score · 3/3 sources · complete |
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $2.50Openai ↗ · Sep 3, 2026 | $0.95Deepinfra ↗ · Sep 22, 2026 |
| Output priceFrom · USD / 1M tokens | $15.00Openai ↗ · Sep 3, 2026 | $4.05Deepinfra ↗ · Sep 22, 2026 |
| Context windowMaximum documented tokens | 1,050K | 1,049K |
| Model facts checked | Sep 3, 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
| Benchmark | GPT-5.4 | Inkling |
|---|---|---|
| ARC-AGI-1verified-v1-ba05d69f6453 · verified_score · leader | 93.67100% of row best · percent · GPT-5.4 (XHigh) | 79.5085% of row best · percent · Inkling |
| ARC-AGI-2verified-v2-6c676fa3e9af · verified_score · leader | 73.95100% of row best · percent · GPT-5.4 (XHigh) | 36.5349% of row best · percent · Inkling |
| LMArena Agent Arenaagent-2026-09-15-d25aabda0010 · outcome_score · leader | 1.26100% of row best · score · GPT 5.4 (High); 95% CI [0.45972893, 2.06967586]; sessions 80406; observations 3735057; rank 24 | -10.0289% of row best · score · Inkling; 95% CI [-10.93664189, -9.10513108]; sessions 42313; observations 1624204; rank 42 |
| LMArena Text Arenatext-2026-09-13-d25aabda0010 · arena_rating · leader | 1,452.64100% of row best · rating · gpt-5.4; 95% CI [1448.87114809, 1456.41035855]; votes 63526; rank 41 | 1,439.6899% of row best · rating · inkling; 95% CI [1434.76600975, 1444.58550789]; votes 25922; rank 67 |
| LiveBench2026-06-25 · overall · leader | 82.38100% of row best · percent · gpt-5.4-xhigh · 18,273 output tokens / case | 76.4793% of row best · percent · inkling-xhigh · 22,213 output tokens / case |
| ToneBench2026-09-11-10-task-4ef099199c9c · overall_score · unverified | 85.60100% of row best · points · GPT-5.4 (xhigh) · 10,941 output tokens / case | 79.4193% of row best · points · Inkling · 5,785 output tokens / case |
| Overall ResultCounted from the protocol-matched rows above | 5 benchmark winsOverall lead | 0 benchmark wins |
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
| Field | GPT-5.4 | Inkling |
|---|---|---|
| Developer | OpenAI | Thinking Machines Lab |
| Family | Gpt 5 4 | Inkling |
| Model | GPT-5.4 | Inkling |
| Version | GPT-5.4 | Inkling |
| Lifecycle | active | active |
| Released | 2026-03-05 | 2026-07-15 |
| Knowledge cutoff | 2025-08-31 | Unknown |
| Input modalities | Text, Image | Text, Image, Video, Audio |
| Output modalities | Text | Text |
| Context window | 1,050K | 1,049K |
| Total parameters | Unknown | 975B |
| Active parameters | Unknown | 41B |
| License | Unknown | apache-2.0 |
| Open weights | No | Yes |
| API available | Yes | Yes |
| Self-hostable | No | Yes |
| Provider access | Openai (Standard), Openrouter (Standard) | Deepinfra (Standard), Fireworks Ai (Standard), Openrouter (Standard), Together Ai (Standard) |
| Capabilities | chat, generation, reasoning, structured_outputs, tools | agents, chat, coding, generation, reasoning, tools, vision |
GPT-5.4 Capabilities
Inkling Capabilities
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Primary Evidence
Sources and Freshness
Questions
GPT-5.4 vs Inkling FAQs
Is GPT-5.4 or Inkling better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both GPT-5.4 and Inkling, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, GPT-5.4 or Inkling?+
GPT-5.4 is $2.50 and Inkling is $0.95 per million tokens, so Inkling is cheaper on this metric. GPT-5.4 is $15.00 and Inkling is $4.05 per million tokens, so Inkling is cheaper on this metric.
Which has a larger context window, GPT-5.4 or Inkling?+
GPT-5.4 has the larger sourced context window. GPT-5.4 supports 1,050K and Inkling supports 1,049K.
Which performs better in benchmarks, GPT-5.4 or Inkling?+
GPT-5.4 leads the current overall benchmark count. The result uses 5 protocol-matched benchmarks from 3 publishers; it is not a universal quality score.
Can GPT-5.4 or Inkling be self-hosted?+
Inkling is the only model in this pair currently marked as self-hostable. GPT-5.4 is not marked open weight; Inkling is open weight.
Can GPT-5.4 and Inkling understand images?+
GPT-5.4 is documented with image input; Inkling is documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, GPT-5.4 or Inkling?+
Neither has a larger sourced maximum output. GPT-5.4 is 128K and Inkling is —.
Do GPT-5.4 and Inkling support reasoning and tool use?+
GPT-5.4: reasoning, tool calling, and image input. Inkling: reasoning, tool calling, and image input. Feature support does not establish relative quality.
Which is available from more inference providers, GPT-5.4 or Inkling?+
GPT-5.4 has 2 sourced provider routes; Inkling has 4, so Inkling has broader tracked availability.
Which offers better value, GPT-5.4 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.