Gemini 3.1 Pro Preview Paid vs KWKAT-Coder-Pro V2.5 Paid
Gemini 3.1 Pro Preview vs KAT-Coder-Pro V2.5 compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.
Gemini 3.1 Pro Preview — full profile › · KAT-Coder-Pro V2.5 — full profile ›
Prices & specs refreshed from live data · olud.ai
Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.
$12 /M outputManaged API (no infra to run)
$2.96 /M outputManaged API (no infra to run)
Gemini 3.1 Pro Preview vs KAT-Coder-Pro V2.5 specs
| Spec | Gemini 3.1 Pro Preview | KAT-Coder-Pro V2.5 | Winner |
|---|---|---|---|
| Maker | Kwaipilot | – | |
| Type | Proprietary | Proprietary | – |
| Context window | 1M tokens | 262K tokens | |
| Input price | $2/M | $0.74/M | KWKAT-Coder-Pro V2.5 |
| Output price | $12/M | $2.96/M | KWKAT-Coder-Pro V2.5 |
| Vision / multimodal | Yes | No | |
| Tool / function calling | Yes | Yes | = Tie |
| Self-hostable | No (API only) | No (API only) | – |
| License | Proprietary | Proprietary | – |
Price gap & when to choose each
KAT-Coder-Pro V2.5 is ~4.1× cheaper than Gemini 3.1 Pro Preview on output tokens ($2.96 vs $12 per M tokens).
- 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
- 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
| Capability | Gemini 3.1 Pro Preview | KAT-Coder-Pro V2.5 |
|---|---|---|
| Open weights (downloadable) | ✗ | ✗ |
| Self-hostable | ✗ | ✗ |
| Runs fully offline | ✗ | ✗ |
| Vision / multimodal | ✓ | ✗ |
| Tool / function calling | ✓ | ✓ |
| 1M+ context window | ✓ | ✗ |
Benchmarks: Gemini 3.1 Pro Preview vs KAT-Coder-Pro V2.5
Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).
Benchmark data by Artificial Analysis.
How Gemini 3.1 Pro Preview and KAT-Coder-Pro V2.5 score
| Criterion | Gemini 3.1 Pro Preview | KAT-Coder-Pro V2.5 |
|---|---|---|
| Cost-efficiency | 3.5 | 4.5 |
| Context window | 5.0 | 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.
What each model is
Gemini 3.1 Pro Preview Paid
Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation.
KAT-Coder-Pro V2.5 Paid
KAT-Coder-Pro V2.5 is a flagship-level Agentic Coding model that can directly hand over an entire issue or an entire business workflow to it, allowing it to autonomously locate and make...
Other models in these families
These variants are tracked but not compared here — one page per family keeps the comparison readable.
Frequently asked questions
Gemini 3.1 Pro Preview vs KAT-Coder-Pro V2.5 — which is cheaper?
KAT-Coder-Pro V2.5 is cheaper on output ($2.96/M vs $12/M).
Which has the larger context window?
Gemini 3.1 Pro Preview offers the larger context window (1M tokens).
Gemini 3.1 Pro Preview vs KAT-Coder-Pro V2.5 — which should I pick in 2026?
Choose KAT-Coder-Pro V2.5 for the lower output price ($2.96/M vs $12/M). Choose Gemini 3.1 Pro Preview if you need the larger 1M context window.
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