Phi 4 vs KAT-Coder-Pro V2 compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.
KAT-Coder-Pro V2 — full profile ›
Prices & specs refreshed from live data · olud.ai
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
| Spec | Phi 4 | KAT-Coder-Pro V2 | Winner |
|---|---|---|---|
| Maker | Microsoft | Kwaipilot | – |
| Type | Open-weight | Proprietary | |
| Context window | 16K tokens | 262K tokens | KWKAT-Coder-Pro V2 |
| Input price | $0.07/M · free self-host | $0.3/M | |
| Output price | $0.14/M · free self-host | $1.2/M | |
| Vision / multimodal | No | No | – |
| Tool / function calling | No | Yes | KWKAT-Coder-Pro V2 |
| Self-hostable | Yes | No (API only) | |
| License | MIT | Proprietary |
Phi 4 is ~8.6× cheaper than KAT-Coder-Pro V2 on output tokens ($0.14 vs $1.2 per M tokens).
| Capability | Phi 4 | KAT-Coder-Pro V2 |
|---|---|---|
| Open weights (downloadable) | ✓ | ✗ |
| Self-hostable | ✓ | ✗ |
| Runs fully offline | ✓ | ✗ |
| Vision / multimodal | ✗ | ✗ |
| Tool / function calling | ✗ | ✓ |
| 1M+ context window | ✗ | ✗ |
Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).
Benchmark data by Artificial Analysis.
| Criterion | Phi 4 | KAT-Coder-Pro V2 |
|---|---|---|
| Cost-efficiency | 5.0 | 4.5 |
| Context window | 2.0 | 4.0 |
| Openness | 5.0 | 1.5 |
| Self-hosting | 5.0 | 1.0 |
| Multimodality | 2.0 | 3.5 |
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.
[Microsoft Research](/microsoft) Phi-4 is designed to perform well in complex reasoning tasks and can operate efficiently in situations with limited memory or where quick responses are needed. At 14 billion...
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,...
Phi 4 is open-weight and competitive on many tasks, but KAT-Coder-Pro V2 may still lead on the hardest reasoning and agentic work. The gap keeps narrowing — benchmark both on your actual use case before deciding.
Yes. Phi 4 has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. KAT-Coder-Pro V2 is API-only and cannot be self-hosted.
Phi 4 costs $0.14/M output vs $1.2/M for KAT-Coder-Pro V2 — roughly 9x cheaper via API, and free if you self-host.
Choose Phi 4 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 KAT-Coder-Pro V2 if you want frontier capability through a managed API with zero infrastructure to run.
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