LLM Reference

GPT-5.4 vs Kimi K2 Thinking Turbo

GPT-5.4 (2026) and Kimi K2 Thinking Turbo (2025) are frontier reasoning models from OpenAI and Moonshot AI. GPT-5.4 ships a 1.05m-token context window, while Kimi K2 Thinking Turbo ships a 262k-token context window. On pricing, GPT-5.4 ranges from $2.50 to $5/1M input tokens by tier; Kimi K2 Thinking Turbo costs $1.15/1M input tokens. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

GPT-5.4 fits 4x more tokens; pick it for long-context work and Kimi K2 Thinking Turbo for tighter calls.

Decision scorecard

Local evidence first
SignalGPT-5.4Kimi K2 Thinking Turbo
Best forreasoning-heavy apps, multimodal apps, and tool-calling agentsgeneral production evaluation
Decision fitCoding, RAG, and AgentsLong context
Context window1.05m262k
Cheapest output$15/1M tokens$8/1M tokens
Provider routes4 tracked1 tracked
Shared benchmarks0 shared0 shared

Decision tradeoffs

Choose GPT-5.4 when...
  • GPT-5.4 has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • GPT-5.4 has broader tracked provider coverage for fallback and route flexibility.
  • GPT-5.4 uniquely exposes Vision, Multimodal, and Reasoning in local model data.
  • Local decision data tags GPT-5.4 for Coding, RAG, and Agents.
Choose Kimi K2 Thinking Turbo when...
  • Kimi K2 Thinking Turbo has the lower cheapest tracked output price at $8/1M tokens.
  • Local decision data tags Kimi K2 Thinking Turbo for Long context.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate Kimi K2 Thinking Turbo

GPT-5.4

$5,750

Cheapest tracked route/tier: OpenAI API

Kimi K2 Thinking Turbo

$2,920

Cheapest tracked route/tier: Vercel AI Gateway

Estimated monthly gap: $2,830. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

GPT-5.4 -> Kimi K2 Thinking Turbo
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • Kimi K2 Thinking Turbo is $7/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Reasoning before moving production traffic.
Kimi K2 Thinking Turbo -> GPT-5.4
  • Provider overlap exists on Vercel AI Gateway; start route-level A/B tests there.
  • GPT-5.4 is $7/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • GPT-5.4 adds Vision, Multimodal, and Reasoning in local capability data.

Specs

Specification
Released2026-03-052025-11-06
Context window1.05m262k
Parameters1T (32B active)
ArchitectureDecoder Only-
LicenseProprietaryMITOSI-approved
OpennessProprietaryOpen source
WeightsNot releasedUnknown
CodeUnknownUnknown
Commercial useCommercial use: conditionalCommercial use: permitted
Knowledge cutoff2025-08-

Pricing and availability

Pricing attributeGPT-5.4Kimi K2 Thinking Turbo
Input price
0-272,000t
$2.50/1M tokens
272,000t+
$5/1M tokens
$1.15/1M tokens
Output price
0-272,000t
$15/1M tokens
272,000t+
$22.50/1M tokens
$8/1M tokens
Providers

Capabilities

CapabilityGPT-5.4Kimi K2 Thinking Turbo
VisionYesNo
MultimodalYesNo
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesNo
Code executionYesNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

No shared benchmark scores are currently available for this pair.

Continue comparing

Last reviewed: 2026-06-29. Data sourced from public model cards and provider documentation.