AI Models · Open-Source vs Paid

Kimi K3.1 Pro Open vs WRPalmyra X5 Paid

Kimi K3.1 Pro vs Palmyra X5 compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.

Kimi K3.1 ProOpenMoonshot AI
$2 /M input
$10 /M outputNo per-token fees if you self-host
TypeOpen-weight
Context window1M tokens
MultimodalYes
Self-hostYes
WRPalmyra X5PaidWriter
$0.6 /M input
$6 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalNo
Self-hostNo
Choose Kimi K3.1 Pro if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Palmyra X5 if you want frontier capability through a managed API with zero infrastructure to run.

Kimi K3.1 Pro vs Palmyra X5 specs

SpecKimi K3.1 ProPalmyra X5Winner
MakerMoonshot AIWriter–
TypeOpen-weightProprietaryKimi K3.1 Pro
Context window1M tokens1M tokensKimi K3.1 Pro
Input price$2/M · free self-host$0.6/MWRPalmyra X5
Output price$10/M · free self-host$6/MWRPalmyra X5
Vision / multimodalYesNoKimi K3.1 Pro
Tool / function callingYesNoKimi K3.1 Pro
Self-hostableYesNo (API only)Kimi K3.1 Pro
LicenseModified MITProprietaryKimi K3.1 Pro

Price gap & when to choose each

1.7×cheaper per output token

Palmyra X5 is ~1.7× cheaper than Kimi K3.1 Pro on output tokens ($6 vs $10 per M tokens).

Choose Kimi K3.1 Pro if…
  • You want to self-host or run on your cloud
  • You need the longer 1M context window
  • You prioritize data privacy & control
  • You are building open or reproducible AI
WRChoose Palmyra X5 if…
  • You want frontier performance through a managed API
  • You want the lower output price
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityKimi K3.1 ProPalmyra X5
Open weights (downloadable)✓✗
Self-hostable✓✗
Runs fully offline✓✗
Vision / multimodal✓✗
Tool / function calling✓✗
1M+ context window✓✓

Benchmarks: Kimi K3.1 Pro vs Palmyra X5

Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).

Kimi K3.1 Pro
Palmyra X5
Intelligence index
55.1
–
Humanity's Last Exam
52.5%
–
Long Context Reasoning
86.3%
–
SciCode
60.8%
–
Speed
41.2 tok/s
–
Latency
2.12s
–
Intelligence per $
13.8
–

Benchmark data by Artificial Analysis.

How Kimi K3.1 Pro and Palmyra X5 score

🏆 Best value & openness: Kimi K3.1 Pro (4.7 vs 2.7 / 5)
CriterionKimi K3.1 ProPalmyra X5
Cost-efficiency3.54.0
Context window5.05.0
Openness5.01.5
Self-hosting5.01.0
Multimodality5.02.0

Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.

What each model is

Kimi K3.1 Pro Open

Moonshot AI · Open-weight

Kimi K3.1 Pro is Moonshot AI's flagship open-weight multimodal reasoning model and a post-trained successor to Kimi K3, with a 1M-token context window. It is built for long-horizon coding, 3D...

Palmyra X5 Paid

Writer · Proprietary

Palmyra X5 is Writer's most advanced model, purpose-built for building and scaling AI agents across the enterprise. It delivers industry-leading speed and efficiency on context windows up to 1 million...

Other models in these families

These variants are tracked but not compared here — one page per family keeps the comparison readable.

Other variants tracked
Kimi K3Kimi K3 (batch)Kimi K2.6Kimi K2.7 CodeKimi K2.5Kimi K2 ThinkingKimi K2 0905Kimi K2 0711

Frequently asked questions

Is Kimi K3.1 Pro as good as Palmyra X5?

Kimi K3.1 Pro is open-weight and competitive on many tasks, but Palmyra X5 may still lead on the hardest reasoning and agentic work. The gap keeps narrowing — benchmark both on your actual use case before deciding.

Can I run Kimi K3.1 Pro locally?

Yes. Kimi K3.1 Pro has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. Palmyra X5 is API-only and cannot be self-hosted.

Kimi K3.1 Pro vs Palmyra X5 — which should I pick in 2026?

Choose Kimi K3.1 Pro if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Palmyra X5 if you want frontier capability through a managed API with zero infrastructure to run.

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