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Inkling 2 Small vs Solar Pro 4

Inkling 2 Small leads Solar Pro 4 on the Artificial Analysis Intelligence Index, 30.6 to 28.2, and Solar Pro 4 costs 1.7x less per output token ($0.60 vs $1.00 per million). Updated November 14, 2026; 30 benchmarks have a result for both.

T Inkling 2 SmallThinking Machines
Coding
48.9
Overall
56.9
Output $/M
$1.00
29
Solar Pro 4Upstage
Coding
No data
Overall
No data
Output $/M
$0.60
1
vs boards won of 30 shared

Inkling 2 Small or Solar Pro 4: which to pick

Only Inkling 2 Small has a coding score, 48.9 on the Vibe Coding Index; Solar Pro 4 has none, so the two cannot be ranked on coding.

Pick Solar Pro 4 for output tokens 1.7x cheaper ($0.60 vs $1.00 per million) and work measured by LMArena Text: hard prompts in English, where it leads.

Shared results
30
Inkling 2 Small only
21
Solar Pro 4 only
21
Like-for-like categories
5 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
Inkling 2 Small 48.9 from 3 benchmarks, Solar Pro 4 not benchmarked.
Widest category
Coding, 20.3 points apart on average over 8 shared benchmarks.
Widest single gap
GDPval-AA: Inkling 2 Small 1630 against Solar Pro 4 1106, 43.7 points apart on a 0 to 100 scale.
Output price
Inkling 2 Small $1.00 against Solar Pro 4 $0.60 per million output tokens, 1.7x apart.
Context window
Inkling 2 Small takes 1.05M tokens, Solar Pro 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.

Boards won, where both have a result
CategoryInkling 2 SmallBarsSolar Pro 4Ties
Coding80
Intelligence10
Reasoning51
Knowledge30
General120
All shared boards291
CodingLike-for-likeSix of these boards feed the Vibe Coding Index80
Coding benchmarks for Inkling 2 Small and Solar Pro 4
BenchmarkInkling 2 SmallSolar Pro 4Leader
LMArena WebDev16471369Inkling 2 Small
AA Coding IndexNot measured52.7Only Solar Pro 4 measured
Terminal-Bench 4 (Vals AI)12.6%Not measuredOnly Inkling 2 Small measured
Vibe Code Bench (Vals AI)81.5%Not measuredOnly Inkling 2 Small measured
ProgramBench (Vals AI)0.5%Not measuredOnly Inkling 2 Small measured
SWE-bench Multimodal (Vals AI)43.1%Not measuredOnly Inkling 2 Small measured
CyberBench (Vals AI)72.7%Not measuredOnly Inkling 2 Small measured
SciCode52.3%48.0%Inkling 2 Small
Terminal-Bench 4.0 (Artificial Analysis run)13.1%0.0%Inkling 2 Small
FrontierCode 2.025.4%4.1%Inkling 2 Small
ALE-BenchNot measured179.3Only Solar Pro 4 measured
LMArena Text: coding14551437Inkling 2 Small
LMArena Text: software and IT14431428Inkling 2 Small
LMArena WebDev: React16601361Inkling 2 Small
LMArena WebDev: HTML16611371Inkling 2 Small
SWE-Bench Pro V297.7%Not measuredOnly Inkling 2 Small measured
Neither model has a result on the other 36 boards here
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
Intelligence benchmarks for Inkling 2 Small and Solar Pro 4
BenchmarkInkling 2 SmallSolar Pro 4Leader
AA Intelligence Index30.628.2Inkling 2 Small
Neither model has a result on the other 1 board here
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index10 boards, none shared
Agentic work benchmarks for Inkling 2 Small and Solar Pro 4
BenchmarkInkling 2 SmallSolar Pro 4Leader
Design Arena: agents building web appsNot measured1081Only Solar Pro 4 measured
SREBench (Vals AI)1.9%Not measuredOnly Inkling 2 Small measured
Tax Agent Bench (Vals AI)38.9%Not measuredOnly Inkling 2 Small measured
Legal Research Bench (Vals AI)46.6%Not measuredOnly Inkling 2 Small measured
Harvey's Legal Agent Benchmark (Vals AI)21.7%Not measuredOnly Inkling 2 Small measured
BioMysteryBench (Vals AI)70.0%Not measuredOnly Inkling 2 Small measured
Terminal-Bench-Science (Vals AI)2.9%Not measuredOnly Inkling 2 Small measured
Vals Science Index32.7%Not measuredOnly Inkling 2 Small measured
APEX-Agents46.8%Not measuredOnly Inkling 2 Small measured
MCP Atlas85.4%Not measuredOnly Inkling 2 Small measured
Neither model has a result on the other 34 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index51
Reasoning benchmarks for Inkling 2 Small and Solar Pro 4
BenchmarkInkling 2 SmallSolar Pro 4Leader
MysteryMechanism (Vals AI)25.2%Not measuredOnly Inkling 2 Small measured
GPQA Diamond (Artificial Analysis run)Not measured89.1%Only Solar Pro 4 measured
Humanity's Last Exam (Artificial Analysis run)44.1%29.8%Inkling 2 Small
HLE-Diamond (Artificial Analysis run)28.7%4.7%Inkling 2 Small
CritPt v2, hard subset (Artificial Analysis run)35.0%18.0%Inkling 2 Small
ARC-AGI96.5%Not measuredOnly Inkling 2 Small measured
ARC-AGI-281.7%Not measuredOnly Inkling 2 Small measured
LMArena Text: hard prompts14211399Inkling 2 Small
LMArena Text: expert14781425Inkling 2 Small
LMArena Text: hard prompts in English14241428Solar Pro 4
Neither model has a result on the other 16 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index3 boards, none shared
Math benchmarks for Inkling 2 Small and Solar Pro 4
BenchmarkInkling 2 SmallSolar Pro 4Leader
LMArena Text: mathNot measured1416Only Solar Pro 4 measured
LMArena Text: mathematical workNot measured1424Only Solar Pro 4 measured
MathArena42.4%Not measuredOnly Inkling 2 Small measured
Neither model has a result on the other 11 boards here
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index30
Knowledge benchmarks for Inkling 2 Small and Solar Pro 4
BenchmarkInkling 2 SmallSolar Pro 4Leader
AA-Omniscience16.11.4Inkling 2 Small
LMArena Text: science14091402Inkling 2 Small
LMArena Text: medicine and healthcareNot measured1376Only Solar Pro 4 measured
LMArena Text: legal and governmentNot measured1386Only Solar Pro 4 measured
LMArena Text: business and finance14151380Inkling 2 Small
Neither model has a result on the other 16 boards here
Web designDirectional onlyPublic boards, shown as published, kept out of the index6 boards, none shared
Web design benchmarks for Inkling 2 Small and Solar Pro 4
BenchmarkInkling 2 SmallSolar Pro 4Leader
Design Arena: websitesNot measured1163Only Solar Pro 4 measured
Design Arena: UI componentsNot measured1140Only Solar Pro 4 measured
Design Arena: game devNot measured1168Only Solar Pro 4 measured
Design Arena: data vizNot measured1174Only Solar Pro 4 measured
Design Arena: 3DNot measured1159Only Solar Pro 4 measured
Design Arena: all code categoriesNot measured1170Only Solar Pro 4 measured
Neither model has a result on the other 3 boards here
GeneralLike-for-likePublic boards, shown as published, kept out of the index120
General benchmarks for Inkling 2 Small and Solar Pro 4
BenchmarkInkling 2 SmallSolar Pro 4Leader
Vals Index56.1%Not measuredOnly Inkling 2 Small measured
SAGE (Vals AI)88.6%Not measuredOnly Inkling 2 Small measured
Long context reasoning (AA-LCR)83.3%70.7%Inkling 2 Small
GDPval-AA16301106Inkling 2 Small
LMArena Text14031388Inkling 2 Small
LMArena Text: instruction following14081375Inkling 2 Small
LMArena Text: creative writing13481317Inkling 2 Small
LMArena Text: English14181415Inkling 2 Small
LMArena Text: non-English13901362Inkling 2 Small
LMArena Text: ChineseNot measured1428Only Solar Pro 4 measured
LMArena Text: GermanNot measured1351Only Solar Pro 4 measured
LMArena Text: JapaneseNot measured1323Only Solar Pro 4 measured
LMArena Text: KoreanNot measured1382Only Solar Pro 4 measured
LMArena Text: FrenchNot measured1409Only Solar Pro 4 measured
LMArena Text: SpanishNot measured1412Only Solar Pro 4 measured
LMArena Text: Russian13771353Inkling 2 Small
LMArena Text: PolishNot measured1302Only Solar Pro 4 measured
LMArena Text: multi-turn14081389Inkling 2 Small
LMArena Text: longer queries14031380Inkling 2 Small
LMArena Text: writing and language13811344Inkling 2 Small
LMArena Text: entertainment and media13591330Inkling 2 Small
Neither model has a result on the other 28 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Inkling 2 Small and Solar Pro 4
BenchmarkInkling 2 SmallSolar Pro 4Leader
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

Inkling 2 Small$0.0008Fits in one request
Solar Pro 4$0.0004Fits in one request

Solar Pro 4 costs less

Repository review

50K input + 3K output tokens

Inkling 2 Small$0.018Fits in one request
Solar Pro 4$0.0093Fits in one request

Solar Pro 4 costs less

Agent loop

200K input + 10K output tokens

Inkling 2 Small$0.070Fits in one request
Solar Pro 4$0.036Fits in one request

Solar Pro 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.

Specifications of Inkling 2 Small and Solar Pro 4
SpecificationThinking Machines Inkling 2 SmallUpstage Solar Pro 4
MakerThinking MachinesUpstage
WeightsOpen weightsNo public weights listed
ReleasedNovember 9, 2026August 10, 2026
Context window1.05M524K
Input $/Mtok$0.30$0.15
Output $/Mtok$1.00$0.60
Coding index48.9Not benchmarked
Independent measurements behind it31
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Inkling 2 Small better than Solar Pro 4 for coding?

Only Inkling 2 Small has a coding score, 48.9 on the Vibe Coding Index; Solar Pro 4 has none, so the two cannot be ranked on coding. Pick Solar Pro 4 for output tokens 1.7x cheaper ($0.60 vs $1.00 per million) and work measured by LMArena Text: hard prompts in English, where it leads.

Which is cheaper, Inkling 2 Small or Solar Pro 4?

Inkling 2 Small costs $0.30 per million input tokens and $1.00 per million output tokens; Solar Pro 4 costs $0.15 and $0.60. Cost per solved task is known for neither of them.

Which has the bigger context window, Inkling 2 Small or Solar Pro 4?

Inkling 2 Small, with 1.05M tokens against 524K.

How many benchmarks is the Inkling 2 Small vs Solar Pro 4 comparison based on?

30 benchmarks have a result for both models as of November 14, 2026. Inkling 2 Small's coding index rests on 3 independent benchmarks and Solar Pro 4's on 1. Where only one model has a result, the page says so instead of naming a winner.

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