| Signal | Composer 2 | Delta | GPT-5.4 Mini |
|---|---|---|---|
Capabilities | 50 | -50 | |
Benchmarks | 66 | -25 | |
Pricing | 98 | +2 | |
Context window size | 84 | -5 | |
Recency | 100 | -- | |
Output Capacity | 80 | -5 | |
| Overall Result | 1 wins | of 6 | 4 wins |
Score History
65.7
current score
GPT-5.4 Mini
right now
79.3
current score
Cursor
OpenAI
Composer 2 saves you $125.00/month
That's $1500.00/year compared to GPT-5.4 Mini at your current usage level of 100K calls/month.
| Metric | Composer 2 | GPT-5.4 Mini | Winner |
|---|---|---|---|
| Overall Score | 66 | 79 | GPT-5.4 Mini |
| Rank | #125 | #43 | GPT-5.4 Mini |
| Quality Rank | #125 | #43 | GPT-5.4 Mini |
| Adoption Rank | #125 | #43 | GPT-5.4 Mini |
| Parameters | -- | -- | -- |
| Context Window | 200K | 400K | GPT-5.4 Mini |
| Pricing | $0.50/$2.50/M | $0.75/$4.50/M | -- |
| Signal Scores | |||
| Capabilities | 50 | 100 | GPT-5.4 Mini |
| Benchmarks | 66 | 90 | GPT-5.4 Mini |
| Pricing | 98 | 96 | Composer 2 |
| Context window size | 84 | 89 | GPT-5.4 Mini |
| Recency | 100 | 100 | Composer 2 |
| Output Capacity | 80 | 85 | GPT-5.4 Mini |
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 66/100 (rank #125), placing it in the top 57% of all 290 models tracked.
Scores 79/100 (rank #43), placing it in the top 86% of all 290 models tracked.
GPT-5.4 Mini has a 14-point advantage, which typically translates to noticeably better performance on complex reasoning, code generation, and multi-step tasks.
Composer 2 offers 43% better value per quality point. At 1M tokens/day, you'd spend $45.00/month with Composer 2 vs $78.75/month with GPT-5.4 Mini - a $33.75 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. Composer 2 also offers lower per-token costs for high-volume support
Long document analysis
Larger context window (400K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($2.50/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (79/100) 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-5.4 Mini clearly outperforms Composer 2 with a significant 13.599999999999994-point lead. For most general use cases, GPT-5.4 Mini is the stronger choice. However, Composer 2 may still excel in niche scenarios.
Best for Quality
Composer 2
Marginally better benchmark scores; both are excellent
Best for Cost
Composer 2
43% lower pricing; better value at scale
Best for Reliability
Composer 2
Higher uptime and faster response speeds
Best for Prototyping
Composer 2
Stronger community support and better developer experience
Best for Production
Composer 2
Wider enterprise adoption and proven at scale
by Cursor
| Capability | Composer 2 | GPT-5.4 Mini |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
Cursor
OpenAI
Composer 2 saves you $2.85/month
That's 42% cheaper than GPT-5.4 Mini 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 | Composer 2 | GPT-5.4 Mini |
|---|---|---|
| Context Window | 200K | 400K |
| Max Output Tokens | 65,536 | 128,000 |
| Open Source | No | No |
| Created | Dec 1, 2025 | Mar 17, 2026 |