GPT Sol Latest vs Muse Spark 1.2 Contributor
| Signal | GPT Sol Latest | Delta | Muse Spark 1.2 Contributor |
|---|---|---|---|
Capabilities | 100 | -- | |
Pricing | 90 | -10 | |
Context window size | 96 | +0 | |
Recency | 100 | -- | |
Output Capacity | 82 | -14 | |
| Overall Result | 1 wins | of 5 | 2 wins |
Score History
40
current score
Tied
right now
40
current score
GPT Sol Latest
~openai
Muse Spark 1.2 Contributor
meta
Muse Spark 1.2 Contributor saves you $680.00/month
That's $8160.00/year compared to GPT Sol Latest at your current usage level of 100K calls/month.
| Metric | GPT Sol Latest | Muse Spark 1.2 Contributor | Winner |
|---|---|---|---|
| Overall Score | 40 | 40 | -- |
| Rank | #241 | #256 | GPT Sol Latest |
| Quality Rank | #241 | #256 | GPT Sol Latest |
| Adoption Rank | #241 | #256 | GPT Sol Latest |
| Parameters | -- | -- | -- |
| Context Window | 1050K | 1049K | GPT Sol Latest |
| Pricing | $2.00/$10.00/M | $0.10/$0.20/M | -- |
| Signal Scores | |||
| Capabilities | 100 | 100 | GPT Sol Latest |
| Pricing | 90 | 100 | Muse Spark 1.2 Contributor |
| Context window size | 96 | 96 | GPT Sol Latest |
| Recency | 100 | 100 | GPT Sol Latest |
| Output Capacity | 82 | 96 | Muse Spark 1.2 Contributor |
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 #241), placing it in the top 17% of all 290 models tracked.
Scores 40/100 (rank #256), placing it in the top 12% 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 Sol Latest when you need:
- Step-by-step reasoning and chain-of-thought problem solving
Choose Muse Spark 1.2 Contributor when you need:
- High-volume production workloads where API costs must be minimized
- Step-by-step reasoning and chain-of-thought problem solving
Muse Spark 1.2 Contributor offers 98% better value per quality point. At 1M tokens/day, you'd spend $4.50/month with Muse Spark 1.2 Contributor vs $180.00/month with GPT Sol Latest - a $175.50 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. Muse Spark 1.2 Contributor 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 ($0.20/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 Sol Latest and Muse Spark 1.2 Contributor 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 Sol Latest
Marginally better benchmark scores; both are excellent
Best for Cost
Muse Spark 1.2 Contributor
98% lower pricing; better value at scale
Best for Reliability
GPT Sol Latest
Higher uptime and faster response speeds
Best for Prototyping
GPT Sol Latest
Stronger community support and better developer experience
Best for Production
GPT Sol Latest
Wider enterprise adoption and proven at scale
by ~openai
- Choose for Quality - Marginally better benchmark scores; both are excellent
- 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 Sol Latest | Muse Spark 1.2 Contributor |
|---|---|---|
| Vision (Image Input) | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
GPT Sol Latest
~openai
Muse Spark 1.2 Contributor
meta
Muse Spark 1.2 Contributor saves you $15.18/month
That's 97% cheaper than GPT Sol Latest 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 Sol Latest | Muse Spark 1.2 Contributor |
|---|---|---|
| Context Window | 1.1M | 1.0M |
| Max Output Tokens | 128,000 | 943,718 |
| Open Source | No | No |
| Created | Sep 11, 2026 | Aug 21, 2026 |