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Grok 4.20 vs Inkling Small

Grok 4.20 leads Inkling Small on coding, 33.3 to 27.3 on the Vibe Coding Index, and Inkling Small costs 2.1x less per output token ($1.20 vs $2.50 per million). Updated October 21, 2026; 26 benchmarks have a result for both.

Grok 4.20xAI
Coding
33.3
Overall
25.7
Output $/M
$2.50
8
T Inkling SmallThinking Machines
Coding
27.3
Overall
25.7
Output $/M
$1.20
17
vs boards won of 26 shared, 1 tied

Grok 4.20 or Inkling Small: which to pick

Pick Grok 4.20 for coding: it scores 33.3 on the Vibe Coding Index against 27.3 for Inkling Small, though on 2 benchmarks against 4.

Pick Inkling Small for output tokens 2.1x cheaper ($1.20 vs $2.50 per million) and a lower cost per solved task ($0.16 against $0.72).

Shared results
26
Grok 4.20 only
28
Inkling Small only
58
Like-for-like categories
6 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 4.20 33.3 from 2 benchmarks, Inkling Small 27.3 from 4 benchmarks.
Widest category
Agentic work, 13.2 points apart on average over 4 shared benchmarks.
Widest single gap
ARC-AGI-2: Grok 4.20 65.1% against Inkling Small 40.1%, 25.0 points apart on a 0 to 100 scale.
Output price
Grok 4.20 $2.50 against Inkling Small $1.20 per million output tokens, 2.1x apart.
Context window
Grok 4.20 takes 2M tokens, Inkling Small 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.

Boards won, where both have a result
CategoryGrok 4.20BarsInkling SmallTies
Coding05
Intelligence101 tie
Agentic work04
Reasoning50
Knowledge15
General13
All shared boards8171 tie
CodingLike-for-likeSix of these boards feed the Vibe Coding Index05
Coding benchmarks for Grok 4.20 and Inkling Small
BenchmarkGrok 4.20Inkling SmallLeader
LMArena WebDevNot measured1409Only Inkling Small measured
AA Coding IndexNot measured52.9Only Inkling Small measured
LiveCodeBench (Vals AI)84.3%85.9%Inkling Small
SWE-bench Verified (Vals AI)72.2%82.2%Inkling Small
Terminal-Bench 4 (Vals AI)Not measured0.0%Only Inkling Small measured
Vibe Code Bench (Vals AI)4.1%19.1%Inkling Small
Code migration (Vals AI)0.3%13.7%Inkling Small
ProgramBench (Vals AI)Not measured0.5%Only Inkling Small measured
IOI (Vals AI)Not measured9.3%Only Inkling Small measured
Terminal-Bench 2.1 (Vals AI)44.2%55.1%Inkling Small
SkillsBench (Vals AI)Not measured33.6%Only Inkling Small measured
CyberBench (Vals AI)Not measured64.1%Only Inkling Small measured
SciCodeNot measured49.7%Only Inkling Small measured
Terminal-Bench Hard (Artificial Analysis run)37.9%Not measuredOnly Grok 4.20 measured
Terminal-Bench57.3%Not measuredOnly Grok 4.20 measured
WeirdML52.3%Not measuredOnly Grok 4.20 measured
LMArena Text: codingNot measured1450Only Inkling Small measured
LMArena Text: software and ITNot measured1447Only Inkling Small measured
LMArena WebDev: ReactNot measured1399Only Inkling Small measured
LMArena WebDev: HTMLNot measured1398Only Inkling Small measured
LMArena WebDev: from an imageNot measured1410Only Inkling Small measured
Neither model has a result on the other 17 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
Intelligence benchmarks for Grok 4.20 and Inkling Small
BenchmarkGrok 4.20Inkling SmallLeader
AA Intelligence Index25.725.7Tie
Epoch Capabilities Index152.1150.3Grok 4.20
Agentic workLike-for-likePublic boards, shown as published, kept out of the index04
Agentic work benchmarks for Grok 4.20 and Inkling Small
BenchmarkGrok 4.20Inkling SmallLeader
AA Agentic IndexNot measured23.5Only Inkling Small measured
Design Arena: agents building web apps1144Not measuredOnly Grok 4.20 measured
Design Arena: agents building full-stack apps1054Not measuredOnly Grok 4.20 measured
Design Arena: agents building mobile apps1090Not measuredOnly Grok 4.20 measured
Design Arena: agents building Android apps1052Not measuredOnly Grok 4.20 measured
Design Arena: agents building Godot games1089Not measuredOnly Grok 4.20 measured
Design Arena: HTML slides1180Not measuredOnly Grok 4.20 measured
Finance Agent (Vals AI)28.5%41.3%Inkling Small
Tax Agent Bench (Vals AI)7.0%15.4%Inkling Small
Legal Research Bench (Vals AI)13.9%25.5%Inkling Small
Harvey's Legal Agent Benchmark (Vals AI)Not measured2.9%Only Inkling Small measured
Excel Modeling Benchmark (Vals AI)11.7%31.8%Inkling Small
τ²-Bench Telecom93.0%Not measuredOnly Grok 4.20 measured
Vending-Bench 2$4,663Not measuredOnly Grok 4.20 measured
Neither model has a result on the other 25 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index50
Reasoning benchmarks for Grok 4.20 and Inkling Small
BenchmarkGrok 4.20Inkling SmallLeader
GPQA Diamond88.6%83.6%Grok 4.20
MMMU Pro (Vals AI)83.5%Not measuredOnly Grok 4.20 measured
GPQA Diamond (Artificial Analysis run)91.1%89.5%Grok 4.20
Humanity's Last Exam (Artificial Analysis run)34.5%33.3%Grok 4.20
GPQA Diamond (Epoch AI run)Not measured88.5%Only Inkling Small measured
ARC-AGI89.5%84.0%Grok 4.20
ARC-AGI-265.1%40.1%Grok 4.20
Mystery game puzzlesNot measured6.0%Only Inkling Small measured
LMArena Text: hard promptsNot measured1423Only Inkling Small measured
LMArena Text: expertNot measured1441Only Inkling Small measured
LMArena Text: hard prompts in EnglishNot measured1429Only Inkling Small measured
LMArena Vision: diagramsNot measured1251Only Inkling Small measured
LMArena Vision: homeworkNot measured1257Only Inkling Small measured
Neither model has a result on the other 8 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index7 boards, none shared
Math benchmarks for Grok 4.20 and Inkling Small
BenchmarkGrok 4.20Inkling SmallLeader
AIME96.5%Not measuredOnly Grok 4.20 measured
OTIS Mock AIMENot measured90.0%Only Inkling Small measured
FrontierMath, tiers 1 to 3Not measured46.3%Only Inkling Small measured
FrontierMath, tier 4Not measured17.1%Only Inkling Small measured
ProofBenchNot measured6.0%Only Inkling Small measured
LMArena Text: mathNot measured1459Only Inkling Small measured
LMArena Text: mathematical workNot measured1441Only Inkling Small measured
Neither model has a result on the other 6 boards here
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index15
Knowledge benchmarks for Grok 4.20 and Inkling Small
BenchmarkGrok 4.20Inkling SmallLeader
MMLU Pro86.3%85.6%Grok 4.20
LegalBench (Vals AI)77.7%83.0%Inkling Small
CaseLaw (Vals AI)54.4%Not measuredOnly Grok 4.20 measured
CorpFin (Vals AI)63.7%69.6%Inkling Small
TaxEval (Vals AI)74.1%75.5%Inkling Small
MortgageTax (Vals AI)45.4%62.3%Inkling Small
MedQA (Vals AI)94.5%Not measuredOnly Grok 4.20 measured
MedCode (Vals AI)32.2%37.9%Inkling Small
SimpleQA VerifiedNot measured19.1%Only Inkling Small measured
LMArena Text: scienceNot measured1428Only Inkling Small measured
LMArena Text: medicine and healthcareNot measured1413Only Inkling Small measured
LMArena Text: legal and governmentNot measured1415Only Inkling Small measured
LMArena Text: business and financeNot measured1413Only Inkling Small measured
Neither model has a result on the other 4 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index8 boards, none shared
Web design benchmarks for Grok 4.20 and Inkling Small
BenchmarkGrok 4.20Inkling SmallLeader
Design Arena: websites1229Not measuredOnly Grok 4.20 measured
Design Arena: UI components1199Not measuredOnly Grok 4.20 measured
Design Arena: game dev1192Not measuredOnly Grok 4.20 measured
Design Arena: data viz1217Not measuredOnly Grok 4.20 measured
Design Arena: 3D1193Not measuredOnly Grok 4.20 measured
Design Arena: all code categories1221Not measuredOnly Grok 4.20 measured
Design Arena: SVG1164Not measuredOnly Grok 4.20 measured
Design Arena: ASCII art1174Not measuredOnly Grok 4.20 measured
Neither model has a result on the other 1 board here
GeneralLike-for-likePublic boards, shown as published, kept out of the index13
General benchmarks for Grok 4.20 and Inkling Small
BenchmarkGrok 4.20Inkling SmallLeader
Vals IndexNot measured27.6%Only Inkling Small measured
Public Benefits Bench (Vals AI)Not measured59.4%Only Inkling Small measured
SAGE (Vals AI)38.2%32.7%Grok 4.20
MedScribe (Vals AI)63.4%84.1%Inkling Small
Vals Multimodal Index39.1%50.0%Inkling Small
IFBench81.2%Not measuredOnly Grok 4.20 measured
Long context reasoning (AA-LCR)69.0%75.7%Inkling Small
DTBench90.1%Not measuredOnly Grok 4.20 measured
LMCA38.7%Not measuredOnly Grok 4.20 measured
CL-bench22.2%Not measuredOnly Grok 4.20 measured
CL-bench Life11.9%Not measuredOnly Grok 4.20 measured
LMArena TextNot measured1413Only Inkling Small measured
LMArena Text: instruction followingNot measured1399Only Inkling Small measured
LMArena Text: creative writingNot measured1334Only Inkling Small measured
LMArena VisionNot measured1237Only Inkling Small measured
LMArena Text: EnglishNot measured1421Only Inkling Small measured
LMArena Text: non-EnglishNot measured1401Only Inkling Small measured
LMArena Text: ChineseNot measured1464Only Inkling Small measured
LMArena Text: GermanNot measured1408Only Inkling Small measured
LMArena Text: JapaneseNot measured1401Only Inkling Small measured
LMArena Text: KoreanNot measured1367Only Inkling Small measured
LMArena Text: FrenchNot measured1435Only Inkling Small measured
LMArena Text: SpanishNot measured1422Only Inkling Small measured
LMArena Text: RussianNot measured1394Only Inkling Small measured
LMArena Text: PolishNot measured1428Only Inkling Small measured
LMArena Text: multi-turnNot measured1416Only Inkling Small measured
LMArena Text: longer queriesNot measured1402Only Inkling Small measured
LMArena Text: writing and languageNot measured1357Only Inkling Small measured
LMArena Text: entertainment and mediaNot measured1352Only Inkling Small measured
LMArena Vision: EnglishNot measured1243Only Inkling Small measured
LMArena Vision: ChineseNot measured1292Only Inkling Small measured
LMArena Vision: reading textNot measured1243Only Inkling Small measured
LMArena Vision: humorNot measured1207Only Inkling Small measured
LMArena Vision: creative writingNot measured1205Only Inkling Small measured
Neither model has a result on the other 12 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Grok 4.20 and Inkling Small
BenchmarkGrok 4.20Inkling SmallLeader
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 4.20$0.0025Fits in one request
Inkling Small$0.0010Fits in one request

Inkling Small costs less

Repository review

50K input + 3K output tokens

Grok 4.20$0.070Fits in one request
Inkling Small$0.026Fits in one request

Inkling Small costs less

Agent loop

200K input + 10K output tokens

Grok 4.20$0.275Fits in one request
Inkling Small$0.102Fits in one request

Inkling Small 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 4.20 and Inkling Small
SpecificationSpaceXAI Grok 4.20Thinking Machines Inkling Small
MakerxAIThinking Machines
WeightsNo public weights listedOpen weights
ReleasedMarch 31, 2026July 30, 2026
Context window2M524K
Input $/Mtok$1.25$0.45
Output $/Mtok$2.50$1.20
Coding index33.327.3
Independent measurements behind it24
Cost per solved task$0.72$0.16
SourceOpenRouter listingOpenRouter listing

Questions

Is Grok 4.20 better than Inkling Small for coding?

Pick Grok 4.20 for coding: it scores 33.3 on the Vibe Coding Index against 27.3 for Inkling Small, though on 2 benchmarks against 4. Pick Inkling Small for output tokens 2.1x cheaper ($1.20 vs $2.50 per million) and a lower cost per solved task ($0.16 against $0.72).

Which is cheaper, Grok 4.20 or Inkling Small?

Grok 4.20 costs $1.25 per million input tokens and $2.50 per million output tokens; Inkling Small costs $0.45 and $1.20. Per solved SWE-bench Verified task, Grok 4.20 costs $0.72 and Inkling Small $0.16.

Which has the bigger context window, Grok 4.20 or Inkling Small?

Grok 4.20, with 2M tokens against 524K.

How many benchmarks is the Grok 4.20 vs Inkling Small comparison based on?

26 benchmarks have a result for both models as of October 21, 2026. Grok 4.20's coding index rests on 2 independent benchmarks and Inkling Small's on 4. Where only one model has a result, the page says so instead of naming a winner.

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<p style="font:13px/1.4 sans-serif;margin:6px 0 0">Source: <a href="https://llmbenchmark.ai/compare/grok-4-20-vs-thinkingmachines-inkling-small">LLMBenchmark.ai, Grok 4.20 vs Inkling Small</a></p>