AI Models · Paid vs Paid

WRPalmyra X5 Paid vs KWKAT-Coder-Pro V2 Paid

Palmyra X5 vs KAT-Coder-Pro V2 compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

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

WRPalmyra X5PaidWriter
$0.6 /M input
$6 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalNo
Self-hostNo
KWKAT-Coder-Pro V2PaidKwaipilot
$0.3 /M input
$1.2 /M outputManaged API (no infra to run)
TypeProprietary
Context window262K tokens
MultimodalNo
Self-hostNo
Choose KAT-Coder-Pro V2 for the lower output price ($1.2/M vs $6/M). Choose Palmyra X5 if you need the larger 1M context window.

Palmyra X5 vs KAT-Coder-Pro V2 specs

SpecPalmyra X5KAT-Coder-Pro V2Winner
MakerWriterKwaipilot
TypeProprietaryProprietary
Context window1M tokens262K tokensWRPalmyra X5
Input price$0.6/M$0.3/MKWKAT-Coder-Pro V2
Output price$6/M$1.2/MKWKAT-Coder-Pro V2
Vision / multimodalNoNo
Tool / function callingNoYesKWKAT-Coder-Pro V2
Self-hostableNo (API only)No (API only)
LicenseProprietaryProprietary

Price gap & when to choose each

5.0×cheaper per output token

KAT-Coder-Pro V2 is ~5.0× cheaper than Palmyra X5 on output tokens ($1.2 vs $6 per M tokens).

WRChoose Palmyra X5 if…
  • You want frontier performance through a managed API
  • You need the longer 1M context window
  • You value reliability & ecosystem
  • You don't want to manage infrastructure
KWChoose KAT-Coder-Pro V2 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

CapabilityPalmyra X5KAT-Coder-Pro V2
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Palmyra X5 vs KAT-Coder-Pro V2

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

Palmyra X5
KAT-Coder-Pro V2
Intelligence index
21.7
Coding index
59.5
GPQA
85.5%
Humanity's Last Exam
16.1%
Long Context Reasoning
73%
IFBench
66.7%
τ²-Bench
89.5%
τ-Bench Banking
4.5%
Terminal-Bench
70%
Terminal-Bench Hard
49.2%
Speed
0 tok/s
Latency
0s
Intelligence per $
41.3

Benchmark data by Artificial Analysis.

How Palmyra X5 and KAT-Coder-Pro V2 score

🤝 Neck and neck on these criteria (2.7 vs 2.9 / 5).
CriterionPalmyra X5KAT-Coder-Pro V2
Cost-efficiency4.04.5
Context window5.04.0
Openness1.51.5
Self-hosting1.01.0
Multimodality2.03.5

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

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...

KAT-Coder-Pro V2 Paid

Kwaipilot · Proprietary

KAT-Coder-Pro V2 is the latest high-performance model in KwaiKAT’s KAT-Coder series, designed for complex enterprise-grade software engineering and SaaS integration. It builds on the agentic coding strengths of earlier versions,...

Frequently asked questions

Palmyra X5 vs KAT-Coder-Pro V2 — which is cheaper?

KAT-Coder-Pro V2 is cheaper on output ($1.2/M vs $6/M).

Which has the larger context window?

Palmyra X5 offers the larger context window (1M tokens).

Palmyra X5 vs KAT-Coder-Pro V2 — which should I pick in 2026?

Choose KAT-Coder-Pro V2 for the lower output price ($1.2/M vs $6/M). Choose Palmyra X5 if you need the larger 1M context window.

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