Kimi K2.7 Code vs Fugu Max
| Signal | Kimi K2.7 Code | Delta | Fugu Max |
|---|---|---|---|
Capabilities | 83 | -17 | |
Pricing | 97 | +3 | |
Context window size | 86 | -9 | |
Recency | 100 | -- | |
Output Capacity | 86 | +4 | |
| Overall Result | 2 wins | of 5 | 2 wins |
Score History
40
current score
Tied
right now
40
current score
Kimi K2.7 Code
Moonshot AI
Fugu Max
sakana
Kimi K2.7 Code saves you $268.88/month
That's $3226.56/year compared to Fugu Max at your current usage level of 100K calls/month.
| Metric | Kimi K2.7 Code | Fugu Max | Winner |
|---|---|---|---|
| Overall Score | 40 | 40 | -- |
| Rank | #301 | #244 | Fugu Max |
| Quality Rank | #301 | #244 | Fugu Max |
| Adoption Rank | #301 | #244 | Fugu Max |
| Parameters | -- | -- | -- |
| Context Window | 262K | 1000K | Fugu Max |
| Pricing | $0.71/$3.21/M | $2.00/$6.00/M | -- |
| Signal Scores | |||
| Capabilities | 83 | 100 | Fugu Max |
| Pricing | 97 | 94 | Kimi K2.7 Code |
| Context window size | 86 | 95 | Fugu Max |
| Recency | 100 | 100 | Kimi K2.7 Code |
| Output Capacity | 86 | 82 | Kimi K2.7 Code |
Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.
Scores 40/100 (rank #301), placing it in the top -3% of all 290 models tracked.
Scores 40/100 (rank #244), placing it in the top 16% of all 290 models tracked.
With only a 0-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.
Choose Kimi K2.7 Code when you need:
- High-volume production workloads where API costs must be minimized
- Step-by-step reasoning and chain-of-thought problem solving
- Self-hosted deployments where you need full control over the model
Choose Fugu Max when you need:
- Processing long documents or large codebases (1000K token context)
- Step-by-step reasoning and chain-of-thought problem solving
Kimi K2.7 Code offers 51% better value per quality point. At 1M tokens/day, you'd spend $58.74/month with Kimi K2.7 Code vs $120.00/month with Fugu Max - a $61.26 monthly difference.
Both models have comparable response speeds. For most applications, the latency difference is negligible.
When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.
Code generation & review
Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring
Customer support chatbot
Suitable for user-facing chat with competitive response times. Kimi K2.7 Code also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1000K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($3.21/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (40/100) correlates with better nuance, coherence, and style in long-form content
Image understanding & OCR
Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly
Kimi K2.7 Code and Fugu Max are extremely close in overall performance (only 0 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.
By Use Case
Best for Quality
Kimi K2.7 Code
Marginally better benchmark scores; both are excellent
Best for Cost
Kimi K2.7 Code
51% lower pricing; better value at scale
Best for Reliability
Kimi K2.7 Code
Higher uptime and faster response speeds
Best for Prototyping
Kimi K2.7 Code
Stronger community support and better developer experience
Best for Production
Kimi K2.7 Code
Wider enterprise adoption and proven at scale
by Moonshot AI
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Cost - 51% lower pricing; better value at scale
- Choose for Reliability - Higher uptime and faster response speeds
- Choose for Prototyping - Stronger community support and better developer experience
- Choose for Production - Wider enterprise adoption and proven at scale
| Capability | Kimi K2.7 Code | Fugu Max |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
Kimi K2.7 Code
Moonshot AI
Fugu Max
sakana
Kimi K2.7 Code saves you $5.68/month
That's 53% cheaper than Fugu Max at 1,000 tokens/request and 100 requests/day.
Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.
| Parameter | Kimi K2.7 Code | Fugu Max |
|---|---|---|
| Context Window | 262K | 1M |
| Max Output Tokens | 235,929 | 128,000 |
| Open Source | Yes | No |
| Created | Jun 12, 2026 | Sep 11, 2026 |