GPT Terra Latest vs Fugu Ultra v2
| Signal | GPT Terra Latest | Delta | Fugu Ultra v2 |
|---|---|---|---|
Capabilities | 100 | -- | |
Pricing | 88 | +18 | |
Context window size | 96 | +0 | |
Recency | 100 | -- | |
Output Capacity | 82 | -- | |
| Overall Result | 2 wins | of 5 | 0 wins |
Score History Unavailable
Not enough historical data to show a comparison chart. Score history is recorded weekly and will be available after at least two data points are collected.
40
GPT Terra Latest
40
Fugu Ultra v2
GPT Terra Latest
~openai
Fugu Ultra v2
sakana
GPT Terra Latest saves you $1200.00/month
That's $14400.00/year compared to Fugu Ultra v2 at your current usage level of 100K calls/month.
| Metric | GPT Terra Latest | Fugu Ultra v2 | Winner |
|---|---|---|---|
| Overall Score | 40 | 40 | -- |
| Rank | #242 | #244 | GPT Terra Latest |
| Quality Rank | #242 | #244 | GPT Terra Latest |
| Adoption Rank | #242 | #244 | GPT Terra Latest |
| Parameters | -- | -- | -- |
| Context Window | 1050K | 1000K | GPT Terra Latest |
| Pricing | $2.00/$12.00/M | $5.00/$30.00/M | -- |
| Signal Scores | |||
| Capabilities | 100 | 100 | GPT Terra Latest |
| Pricing | 88 | 70 | GPT Terra Latest |
| Context window size | 96 | 95 | GPT Terra Latest |
| Recency | 100 | 100 | GPT Terra Latest |
| Output Capacity | 82 | 82 | GPT Terra Latest |
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 #242), placing it in the top 17% 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 GPT Terra Latest when you need:
- High-volume production workloads where API costs must be minimized
- Step-by-step reasoning and chain-of-thought problem solving
Choose Fugu Ultra v2 when you need:
- Step-by-step reasoning and chain-of-thought problem solving
GPT Terra Latest offers 60% better value per quality point. At 1M tokens/day, you'd spend $210.00/month with GPT Terra Latest vs $525.00/month with Fugu Ultra v2 - a $315.00 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. GPT Terra Latest also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (1050K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($12.00/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
GPT Terra Latest and Fugu Ultra v2 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
GPT Terra Latest
Marginally better benchmark scores; both are excellent
Best for Cost
GPT Terra Latest
60% lower pricing; better value at scale
Best for Reliability
GPT Terra Latest
Higher uptime and faster response speeds
Best for Prototyping
GPT Terra Latest
Stronger community support and better developer experience
Best for Production
GPT Terra Latest
Wider enterprise adoption and proven at scale
by ~openai
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Cost - 60% 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 | GPT Terra Latest | Fugu Ultra v2 |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
GPT Terra Latest
~openai
Fugu Ultra v2
sakana
GPT Terra Latest saves you $27.00/month
That's 60% cheaper than Fugu Ultra v2 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 | GPT Terra Latest | Fugu Ultra v2 |
|---|---|---|
| Context Window | 1.1M | 1M |
| Max Output Tokens | 128,000 | 128,000 |
| Open Source | No | No |
| Created | Sep 11, 2026 | Sep 11, 2026 |