GPT-6.1 Sol Pro (batch) vs Ling 3.1 Flash
| Signal | GPT-6.1 Sol Pro (batch) | Delta | Ling 3.1 Flash |
|---|---|---|---|
Capabilities | 100 | +33 | |
Pricing | 95 | -5 | |
Context window size | 96 | +0 | |
Recency | 100 | -- | |
Output Capacity | 82 | -5 | |
| Overall Result | 2 wins | of 5 | 2 wins |
Score History
40
current score
Tied
right now
40
current score
GPT-6.1 Sol Pro (batch)
OpenAI
Ling 3.1 Flash
inclusionai
Ling 3.1 Flash saves you $331.25/month
That's $3975.00/year compared to GPT-6.1 Sol Pro (batch) at your current usage level of 100K calls/month.
| Metric | GPT-6.1 Sol Pro (batch) | Ling 3.1 Flash | Winner |
|---|---|---|---|
| Overall Score | 40 | 40 | -- |
| Rank | #208 | #206 | Ling 3.1 Flash |
| Quality Rank | #208 | #206 | Ling 3.1 Flash |
| Adoption Rank | #208 | #206 | Ling 3.1 Flash |
| Parameters | -- | -- | -- |
| Context Window | 1050K | 1000K | GPT-6.1 Sol Pro (batch) |
| Pricing | $1.00/$5.00/M | $0.07/$0.22/M | -- |
| Signal Scores | |||
| Capabilities | 100 | 67 | GPT-6.1 Sol Pro (batch) |
| Pricing | 95 | 100 | Ling 3.1 Flash |
| Context window size | 96 | 95 | GPT-6.1 Sol Pro (batch) |
| Recency | 100 | 100 | GPT-6.1 Sol Pro (batch) |
| Output Capacity | 82 | 87 | Ling 3.1 Flash |
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 #208), placing it in the top 29% of all 290 models tracked.
Scores 40/100 (rank #206), placing it in the top 29% 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-6.1 Sol Pro (batch) when you need:
- Multimodal workflows that require image understanding
- Step-by-step reasoning and chain-of-thought problem solving
Choose Ling 3.1 Flash when you need:
- High-volume production workloads where API costs must be minimized
- Step-by-step reasoning and chain-of-thought problem solving
Ling 3.1 Flash offers 95% better value per quality point. At 1M tokens/day, you'd spend $4.50/month with Ling 3.1 Flash vs $90.00/month with GPT-6.1 Sol Pro (batch) - a $85.50 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. Ling 3.1 Flash 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 ($0.22/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-6.1 Sol Pro (batch) and Ling 3.1 Flash 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-6.1 Sol Pro (batch)
Marginally better benchmark scores; both are excellent
Best for Cost
Ling 3.1 Flash
95% lower pricing; better value at scale
Best for Reliability
GPT-6.1 Sol Pro (batch)
Higher uptime and faster response speeds
Best for Prototyping
GPT-6.1 Sol Pro (batch)
Stronger community support and better developer experience
Best for Production
GPT-6.1 Sol Pro (batch)
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-6.1 Sol Pro (batch) | Ling 3.1 Flash |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Mode | ||
| Reasoning | ||
| Web Searchdiffers | ||
| Image Output |
GPT-6.1 Sol Pro (batch)
OpenAI
Ling 3.1 Flash
inclusionai
Ling 3.1 Flash saves you $7.39/month
That's 95% cheaper than GPT-6.1 Sol Pro (batch) 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-6.1 Sol Pro (batch) | Ling 3.1 Flash |
|---|---|---|
| Context Window | 1.1M | 1M |
| Max Output Tokens | 128,000 | 262,144 |
| Open Source | No | No |
| Created | Sep 29, 2026 | Oct 2, 2026 |