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Model comparison

Command A+ vs Inkling

Data verified

Head-to-head evidence from 2 shared benchmark results across 1 category. Overall scores shown here use the public BenchAlign v5 ranking lane.

47.37/100
Margin
21.6pts
winning →
Thinking Machines Lab
69/100
0 category wins1 category wins

Verified leaderboard positions: Command A+ unranked; Inkling #17

BenchAlign evidence: Command A+ estimated; Inkling not scored. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Command A+ and Inkling share 2 comparable benchmark results. 1 of 8 categories are comparable. 18 results are unique to Command A+; 14 to Inkling.

Updated July 15, 2026
Shared results
2
Command A+ only
18
Inkling only
14
Comparable categories
1 / 8

Pick Inkling if you want the stronger benchmark profile. Command A+ only becomes the better choice if you want the stronger reasoning-first profile.

Confidence note. This is a partial-evidence comparison with 2 shared benchmark results across 1 evidence category; 1 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Inkling is clearly ahead on the provisional aggregate, 69 to 43. The gap is large enough that you do not need to squint at the spreadsheet to see the difference.

Inkling's sharpest advantage is in multimodal & grounded, where it averages 76.5 against 59.3. The single biggest benchmark swing on the page is CharXiv, 52.7% to 82%.

Command A+ is also the more expensive model on tokens at $2.50 input / $10.00 output per 1M tokens, versus $1.87 input / $4.68 output per 1M tokens for Inkling. That is roughly 2.1x on output cost alone. Command A+ is the reasoning model in the pair, while Inkling is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use. Inkling gives you the larger context window at 1M, compared with 128K for Command A+.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for Command A+ and Inkling
CategoryCommand A+ΔInkling
MultimodalCommand A+59.3Margin 17.2Inkling76.5
AgenticCommand A+Not measuredMarginNo overlapInkling69.4
CodingCommand A+Not measuredMarginNo overlapInkling68.6
KnowledgeCommand A+Not measuredMarginNo overlapInkling51.7
MathCommand A+Not measuredMarginNo overlapInkling97.1
Inst. FollowingCommand A+Not measuredMarginNo overlapInkling79.8

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · Command A+B · Inkling
  1. CharXiv

    Multimodal
    Source ↗
    A 52.7%B 82%
    Winner: InklingΔ 29.3
    CharXiv: Command A+ scored 52.7%; Inkling scored 82%. Inkling wins this benchmark.
  2. MMMU-Pro

    Multimodal
    Source ↗
    A 63%B 73.5%
    Winner: InklingΔ 10.5
    MMMU-Pro: Command A+ scored 63%; Inkling scored 73.5%. Inkling wins this benchmark.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricCommand A+InklingComparison
Input / output priceUSD per 1M tokensCommand A+$2.5 input / $10 outputInkling$1.87 input / $4.68 outputInkling has the lower combined listed price.
Generation speedtokens per secondCommand A+272 tok/sInklingNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenCommand A+0.25 sInklingNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensCommand A+128KInkling1MInkling lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkCommand A+InklingResult
τ²-bench resultsSource 85%Not comparable
AA Agentic IndexSource 9.2%Not comparable
GDPval-AASource 10.8%Not comparable
GDPval-AASource 715Not comparable
Terminal-Bench 2.0Source 63.8%Not comparable
BrowseCompSource 77.1%Not comparable
MCP AtlasSource 74.1%Not comparable
Design Arena Agentic Web DevSource 1258Not comparable
Coding
BenchmarkCommand A+InklingResult
Terminal-Bench HardSource 25.0%Not comparable
AA Coding IndexSource 27.9%Not comparable
AA-SciCodeSource 37.8%Not comparable
SWE-bench VerifiedSource 77.6%Not comparable
SWE-bench ProSource 54.3%Not comparable
Terminal-Bench 2.0Source 63.8%Not comparable
Reasoning
BenchmarkCommand A+InklingResult
AA-LCRSource 46.0%Not comparable
CritPtSource 0.3%Not comparable
Knowledge
BenchmarkCommand A+InklingResult
Artificial Analysis Intelligence IndexSource 22.5%Not comparable
AA-GPQA DiamondSource 76.1%Not comparable
AA-HLESource 11.4%Not comparable
AA-Omniscience IndexSource -4.0%Not comparable
AA-Omniscience AccuracySource 8.9%Not comparable
AA-Omniscience Hallucination RateSource 14.1%Not comparable
GPQASource 87.9%Not comparable
GPQA-DSource 87.9%Not comparable
HLESource 46%Not comparable
HLE w/o toolsSource 30%Not comparable
Math
BenchmarkCommand A+InklingResult
AIME26Source 97.1%Not comparable
MultimodalInkling wins
BenchmarkCommand A+InklingResult
MMMUSource 75.1%Not comparable
MMMU-ProSource 63%73.5%Inkling leads
CharXivSource 52.7%82%Inkling leads
AA-MMMU-ProSource 63.2%Not comparable
CharXiv w/o toolsSource 78.1%Not comparable
Inst. Following
BenchmarkCommand A+InklingResult
AA-IFBenchSource 73.9%Not comparable
IFBenchSource 79.8%Not comparable
Frequently Asked Questions (2)

Which is better, Command A+ or Inkling?

Inkling is ahead on BenchLM's provisional leaderboard, 69 to 43. The biggest single separator in this matchup is CharXiv, where the scores are 52.7% and 82%.

Which is better for multimodal and grounded tasks, Command A+ or Inkling?

Inkling has the edge for multimodal and grounded tasks in this comparison, averaging 76.5 versus 59.3. Inside this category, CharXiv is the benchmark that creates the most daylight between them.

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Last updated: July 15, 2026

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