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Grok Build 0.1 vs Ling 3.1 Flash

Ling 3.1 Flash leads Grok Build 0.1 on the Artificial Analysis Intelligence Index, 41.1 to 27.2, and Ling 3.1 Flash costs 8.9x less per output token ($0.225 vs $2.00 per million). Updated October 22, 2026; 1 benchmarks have a result for both.

Grok Build 0.1xAI
Coding
No data
Overall
No data
Output $/M
$2.00
0
Ling 3.1 FlashinclusionAI
Coding
No data
Overall
No data
Output $/M
$0.225
1
vs boards won of 1 shared

Grok Build 0.1 or Ling 3.1 Flash: which to pick

Neither model has a coding score yet, so the two cannot be ranked on coding.

Pick Grok Build 0.1 for work measured by AA Intelligence Index, where it leads.

Shared results
1
Grok Build 0.1 only
2
Ling 3.1 Flash only
3
Like-for-like categories
1 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.

At a glance

Coding index
Grok Build 0.1 not benchmarked, Ling 3.1 Flash not benchmarked.
Widest category
Intelligence, 13.9 points apart on average over 1 shared benchmark.
Widest single gap
AA Intelligence Index: Grok Build 0.1 27.2 against Ling 3.1 Flash 41.1, 13.9 points apart on a 0 to 100 scale.
Output price
Grok Build 0.1 $2.00 against Ling 3.1 Flash $0.225 per million output tokens, 8.9x apart.
Context window
Grok Build 0.1 takes 256K tokens, Ling 3.1 Flash 262K.

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.

Boards won, where both have a result
CategoryGrok Build 0.1BarsLing 3.1 FlashTies
Intelligence01
All shared boards01
CodingDirectional onlySix of these boards feed the Vibe Coding Index3 boards, none shared
Coding benchmarks for Grok Build 0.1 and Ling 3.1 Flash
BenchmarkGrok Build 0.1Ling 3.1 FlashLeader
AA Coding Index51.5Not measuredOnly Grok Build 0.1 measured
Vibe Code Bench (Vals AI)13.4%Not measuredOnly Grok Build 0.1 measured
SciCodeNot measured54.1%Only Ling 3.1 Flash measured
Neither model has a result on the other 40 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index01
Intelligence benchmarks for Grok Build 0.1 and Ling 3.1 Flash
BenchmarkGrok Build 0.1Ling 3.1 FlashLeader
AA Intelligence Index27.241.1Ling 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
Agentic work benchmarks for Grok Build 0.1 and Ling 3.1 Flash
BenchmarkGrok Build 0.1Ling 3.1 FlashLeader
Neither model has a result on 42 boards here
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Reasoning benchmarks for Grok Build 0.1 and Ling 3.1 Flash
BenchmarkGrok Build 0.1Ling 3.1 FlashLeader
Humanity's Last Exam (Artificial Analysis run)Not measured39.4%Only Ling 3.1 Flash measured
Neither model has a result on the other 22 boards here
MathNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Math benchmarks for Grok Build 0.1 and Ling 3.1 Flash
BenchmarkGrok Build 0.1Ling 3.1 FlashLeader
Neither model has a result on 14 boards here
KnowledgeNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Knowledge benchmarks for Grok Build 0.1 and Ling 3.1 Flash
BenchmarkGrok Build 0.1Ling 3.1 FlashLeader
Neither model has a result on 20 boards here
Web designNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Web design benchmarks for Grok Build 0.1 and Ling 3.1 Flash
BenchmarkGrok Build 0.1Ling 3.1 FlashLeader
Neither model has a result on 9 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
General benchmarks for Grok Build 0.1 and Ling 3.1 Flash
BenchmarkGrok Build 0.1Ling 3.1 FlashLeader
Long context reasoning (AA-LCR)Not measured83.0%Only Ling 3.1 Flash measured
Neither model has a result on the other 47 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Grok Build 0.1 and Ling 3.1 Flash
BenchmarkGrok Build 0.1Ling 3.1 FlashLeader
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

Grok Build 0.1$0.0020Fits in one request
Ling 3.1 Flash$0.0002Fits in one request

Ling 3.1 Flash costs less

Repository review

50K input + 3K output tokens

Grok Build 0.1$0.056Fits in one request
Ling 3.1 Flash$0.0044Fits in one request

Ling 3.1 Flash costs less

Agent loop

200K input + 10K output tokens

Grok Build 0.1$0.220Fits in one request
Ling 3.1 Flash$0.017Fits in one request

Ling 3.1 Flash 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.

Specifications of Grok Build 0.1 and Ling 3.1 Flash
SpecificationSpaceXAI Grok Build 0.1inclusionAI Ling 3.1 Flash
MakerxAIinclusionAI
WeightsNo public weights listedNo public weights listed
ReleasedMay 20, 2026October 2, 2026
Context window256K262K
Input $/Mtok$1.00$0.075
Output $/Mtok$2.00$0.225
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it10
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Grok Build 0.1 better than Ling 3.1 Flash for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Grok Build 0.1 for work measured by AA Intelligence Index, where it leads.

Which is cheaper, Grok Build 0.1 or Ling 3.1 Flash?

Grok Build 0.1 costs $1.00 per million input tokens and $2.00 per million output tokens; Ling 3.1 Flash costs $0.075 and $0.225. Cost per solved task is known for neither of them.

Which has the bigger context window, Grok Build 0.1 or Ling 3.1 Flash?

Ling 3.1 Flash, with 262K tokens against 256K.

How many benchmarks is the Grok Build 0.1 vs Ling 3.1 Flash comparison based on?

1 benchmarks have a result for both models as of October 22, 2026. Grok Build 0.1's coding index rests on 1 independent benchmark and Ling 3.1 Flash's on 0. Where only one model has a result, the page says so instead of naming a winner.

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