GPT-4o vs KAT-Coder-Pro V2 compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.
GPT-4o — full profile › · 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 | GPT-4o | KAT-Coder-Pro V2 | Winner |
|---|---|---|---|
| Maker | OpenAI | Kwaipilot | – |
| Type | Proprietary | Proprietary | – |
| Context window | 128K tokens | 262K tokens | KWKAT-Coder-Pro V2 |
| Input price | $2.5/M | $0.3/M | KWKAT-Coder-Pro V2 |
| Output price | $10/M | $1.2/M | KWKAT-Coder-Pro V2 |
| Vision / multimodal | Yes | No | |
| Tool / function calling | Yes | Yes | = Tie |
| Self-hostable | No (API only) | No (API only) | – |
| License | Proprietary | Proprietary | – |
KAT-Coder-Pro V2 is ~8.3× cheaper than GPT-4o on output tokens ($1.2 vs $10 per M tokens).
| Capability | GPT-4o | 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 | GPT-4o | KAT-Coder-Pro V2 |
|---|---|---|
| Cost-efficiency | 3.5 | 4.5 |
| Context window | 3.5 | 4.0 |
| Openness | 1.5 | 1.5 |
| Self-hosting | 1.0 | 1.0 |
| Multimodality | 5.0 | 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.
GPT-4o ("o" for "omni") is OpenAI's latest AI model, supporting both text and image inputs with text outputs. It maintains the intelligence level of [GPT-4 Turbo](/models/openai/gpt-4-turbo) while being twice as...
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,...
KAT-Coder-Pro V2 is cheaper on output ($1.2/M vs $10/M).
KAT-Coder-Pro V2 offers the larger context window (262K tokens).
Choose KAT-Coder-Pro V2 for the lower output price ($1.2/M vs $10/M). It also gives you the larger 262K context window.
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