Ling 3.1 Flash vs Step 5 Preview
| Signal | Ling 3.1 Flash | Delta | Step 5 Preview |
|---|---|---|---|
Capabilities | 50 | -33 | |
Pricing | 100 | +3 | |
Context window size | 86 | -9 | |
Recency | 100 | -- | |
Output Capacity | 72 | -5 | |
Benchmarks | 0 | -73 | |
| Overall Result | 1 wins | of 6 | 4 wins |
Score History
40
current score
Step 5 Preview
right now
74.6
current score
Ling 3.1 Flash
inclusionai
Step 5 Preview
StepFun
Ling 3.1 Flash saves you $235.00/month
That's $2820.00/year compared to Step 5 Preview at your current usage level of 100K calls/month.
| Metric | Ling 3.1 Flash | Step 5 Preview | Winner |
|---|---|---|---|
| Overall Score | 40 | 75 | Step 5 Preview |
| Rank | #241 | #135 | Step 5 Preview |
| Quality Rank | #241 | #135 | Step 5 Preview |
| Adoption Rank | #241 | #135 | Step 5 Preview |
| Parameters | -- | -- | -- |
| Context Window | 262K | 1000K | Step 5 Preview |
| Pricing | Free | $1.00/$2.70/M | -- |
| Signal Scores | |||
| Capabilities | 50 | 83 | Step 5 Preview |
| Pricing | 100 | 97 | Ling 3.1 Flash |
| Context window size | 86 | 95 | Step 5 Preview |
| Recency | 100 | 100 | Ling 3.1 Flash |
| Output Capacity | 72 | 77 | Step 5 Preview |
| Benchmarks | -- | 73 | Step 5 Preview |
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 75/100 (rank #135), placing it in the top 54% of all 290 models tracked.
Step 5 Preview has a 35-point advantage, which typically translates to noticeably stronger performance on complex reasoning, code generation, and multi-step tasks.
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
Choose Step 5 Preview when you need:
- Processing long documents or large codebases (1000K token context)
- Multimodal workflows that require image understanding
- Step-by-step reasoning and chain-of-thought problem solving
Compare the cost per quality point to find the best value for your specific workload.
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 (1000K tokens) can process longer documents, contracts, and research papers in a single pass
Batch data extraction
Lower output pricing ($0.00/M) reduces costs when processing thousands of records daily
Creative writing & content
Higher overall composite score (75/100) 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
Step 5 Preview clearly outperforms Ling 3.1 Flash with a significant 34.599999999999994-point lead. For most general use cases, Step 5 Preview is the stronger choice. However, Ling 3.1 Flash may still excel in niche scenarios.
By Use Case
Best for Quality
Ling 3.1 Flash
Marginally better benchmark scores; both are excellent
Best for Cost
Ling 3.1 Flash
100% lower pricing; better value at scale
Best for Reliability
Ling 3.1 Flash
Higher uptime and faster response speeds
Best for Prototyping
Ling 3.1 Flash
Stronger community support and better developer experience
Best for Production
Ling 3.1 Flash
Wider enterprise adoption and proven at scale
by inclusionai
- Choose for Quality - Marginally better benchmark scores; both are excellent
- Choose for Cost - 100% 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 | Ling 3.1 Flash | Step 5 Preview |
|---|---|---|
| Vision (Image Input)differs | ||
| Function Calling | ||
| Streaming | ||
| JSON Modediffers | ||
| Reasoning | ||
| Web Search | ||
| Image Output |
Ling 3.1 Flash
inclusionai
Step 5 Preview
StepFun
Ling 3.1 Flash saves you $5.04/month
That's 100% cheaper than Step 5 Preview 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 | Ling 3.1 Flash | Step 5 Preview |
|---|---|---|
| Context Window | 262K | 1M |
| Max Output Tokens | 32,768 | 64,000 |
| Open Source | No | No |
| Created | Oct 2, 2026 | Oct 8, 2026 |