Ling 3.1 Flash vs Solar Mini 4
Ling 3.1 Flash leads Solar Mini 4 on the Artificial Analysis Intelligence Index, 41.1 to 24.1, at about the same output price ($0.225 vs $0.20 per million). Updated October 22, 2026; 4 benchmarks have a result for both.
Ling 3.1 Flash or Solar Mini 4: which to pick
Neither model has a coding score yet, so the two cannot be ranked on coding.
Pick Ling 3.1 Flash for work measured by Long context reasoning (AA-LCR), where it leads.
- Shared results
- 4
- Ling 3.1 Flash only
- 0
- Solar Mini 4 only
- 3
- Like-for-like categories
- 4 of 9
Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, six public coding benchmarks
No call
Neither has a coding score yet.
One side not measured
Intelligence
AA Intelligence Index
Ling 3.1 Flash
Ling 3.1 Flash leads, 41.1 against 24.1.
Same board, both measured
Web design
Design Arena: websites
No call
Only Solar Mini 4 has a Design Arena: websites result, 1158.
Directional only
Long documents
Listed context window
Solar Mini 4
Solar Mini 4 takes 524K tokens against 262K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Solar Mini 4
Ling 3.1 Flash $0.0002, Solar Mini 4 $0.0001 per turn.
List prices
At a glance
- Coding index
- Ling 3.1 Flash not benchmarked, Solar Mini 4 not benchmarked.
- Widest category
- Intelligence, 17.0 points apart on average over 1 shared benchmark.
- Widest single gap
- AA Intelligence Index: Ling 3.1 Flash 41.1 against Solar Mini 4 24.1, 17.0 points apart on a 0 to 100 scale.
- Output price
- Ling 3.1 Flash $0.225 against Solar Mini 4 $0.20 per million output tokens, 1.1x apart.
- Context window
- Ling 3.1 Flash takes 262K tokens, Solar Mini 4 524K.
Benchmark by benchmark
First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.
| Category | Ling 3.1 Flash | Bars | Solar Mini 4 | Ties |
|---|---|---|---|---|
| Coding | 1 | 0 | ||
| Intelligence | 1 | 0 | ||
| Reasoning | 1 | 0 | ||
| General | 0 | 1 | ||
| All shared boards | 3 | 1 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index10
| Benchmark | Ling 3.1 Flash | Solar Mini 4 | Leader |
|---|---|---|---|
| SciCode | 54.1% | 47.6% | Ling 3.1 Flash |
| Neither model has a result on the other 38 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
| Benchmark | Ling 3.1 Flash | Solar Mini 4 | Leader |
|---|---|---|---|
| AA Intelligence Index | 41.1 | 24.1 | Ling 3.1 Flash |
| Neither model has a result on the other 1 board here | |||
Agentic workNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Ling 3.1 Flash | Solar Mini 4 | Leader |
|---|---|---|---|
| Neither model has a result on 41 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index10
| Benchmark | Ling 3.1 Flash | Solar Mini 4 | Leader |
|---|---|---|---|
| Humanity's Last Exam (Artificial Analysis run) | 39.4% | 25.8% | Ling 3.1 Flash |
| Neither model has a result on the other 21 boards here | |||
MathNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Ling 3.1 Flash | Solar Mini 4 | Leader |
|---|---|---|---|
| Neither model has a result on 13 boards here | |||
KnowledgeNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Ling 3.1 Flash | Solar Mini 4 | Leader |
|---|---|---|---|
| Neither model has a result on 18 boards here | |||
Web designDirectional onlyPublic boards, shown as published, kept out of the index3 boards, none shared
| Benchmark | Ling 3.1 Flash | Solar Mini 4 | Leader |
|---|---|---|---|
| Design Arena: websites | Not measured | 1158 | Only Solar Mini 4 measured |
| Design Arena: game dev | Not measured | 1106 | Only Solar Mini 4 measured |
| Design Arena: all code categories | Not measured | 1150 | Only Solar Mini 4 measured |
| Neither model has a result on the other 6 boards here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index01
| Benchmark | Ling 3.1 Flash | Solar Mini 4 | Leader |
|---|---|---|---|
| Long context reasoning (AA-LCR) | 83.0% | 83.3% | Solar Mini 4 |
| Neither model has a result on the other 45 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Ling 3.1 Flash | Solar Mini 4 | Leader |
|---|---|---|---|
| Neither model has a result on 5 boards here | |||
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
Solar Mini 4 costs less
Repository review
50K input + 3K output tokens
Solar Mini 4 costs less
Agent loop
200K input + 10K output tokens
Solar Mini 4 costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | inclusionAI Ling 3.1 Flash | Upstage Solar Mini 4 |
|---|---|---|
| Maker | inclusionAI | Upstage |
| Weights | No public weights listed | No public weights listed |
| Released | October 2, 2026 | September 23, 2026 |
| Context window | 262K | 524K |
| Input $/Mtok | $0.075 | $0.05 |
| Output $/Mtok | $0.225 | $0.20 |
| Coding index | Not benchmarked | Not benchmarked |
| Independent measurements behind it | 0 | 0 |
| Cost per solved task | Not computable | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Ling 3.1 Flash better than Solar Mini 4 for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Ling 3.1 Flash for work measured by Long context reasoning (AA-LCR), where it leads.
Which is cheaper, Ling 3.1 Flash or Solar Mini 4?
Ling 3.1 Flash costs $0.075 per million input tokens and $0.225 per million output tokens; Solar Mini 4 costs $0.05 and $0.20. Cost per solved task is known for neither of them.
Which has the bigger context window, Ling 3.1 Flash or Solar Mini 4?
Solar Mini 4, with 524K tokens against 262K.
How many benchmarks is the Ling 3.1 Flash vs Solar Mini 4 comparison based on?
4 benchmarks have a result for both models as of October 22, 2026. Ling 3.1 Flash's coding index rests on 0 independent benchmarks and Solar Mini 4's on 0. Where only one model has a result, the page says so instead of naming a winner.