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Model comparison

Grok 3 [Beta] vs Inkling

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
40.43/100
Margin
27.1pts
winning →
Thinking Machines Lab
67.54/100
0 category wins1 category wins

Public leaderboard positions: Grok 3 [Beta] #171 (Supported); Inkling #20 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Grok 3 [Beta] and Inkling share 0 comparable benchmark results. 1 of 8 categories are comparable. 2 results are unique to Grok 3 [Beta]; 32 to Inkling.

Updated July 21, 2026
Shared results
0
Grok 3 [Beta] only
2
Inkling only
32
Comparable categories
1 / 8

Pick Inkling if you want the stronger benchmark profile. Grok 3 [Beta] only becomes the better choice if you would rather avoid the extra latency and token burn of a reasoning model.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 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 BenchAlign aggregate, 67.54 to 40.43. 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 mathematics, where it averages 97.1 against 2.8.

Inkling is the reasoning model in the pair, while Grok 3 [Beta] 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 Grok 3 [Beta].

Operational comparison

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

MetricGrok 3 [Beta]InklingComparison
Input / output priceUSD per 1M tokensGrok 3 [Beta]Not availableInkling$1.87 input / $4.68 outputA complete price comparison is not available.
Generation speedtokens per secondGrok 3 [Beta]Not availableInklingNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGrok 3 [Beta]Not availableInklingNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGrok 3 [Beta]128KInkling1MInkling lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGrok 3 [Beta]InklingResult
Terminal-Bench 2.0Source 63.8%Not comparable
BrowseCompSource 77.1%Not comparable
MCP AtlasSource 74.1%Not comparable
Design Arena Agentic Web DevSource 1257Not comparable
AA Agentic IndexSource 32.3%Not comparable
GDPval-AASource 36.9%Not comparable
GDPval-AASource 1239Not comparable
AA BriefcaseSource 836Not comparable
AA Tau3 BankingSource 23.7%Not comparable
Coding
BenchmarkGrok 3 [Beta]InklingResult
SWE-bench VerifiedSource 77.6%Not comparable
SWE-bench ProSource 54.3%Not comparable
Terminal-Bench 2.0Source 63.8%Not comparable
AA Coding IndexSource 52.1%Not comparable
AA-SciCodeSource 46.1%Not comparable
Reasoning
BenchmarkGrok 3 [Beta]InklingResult
AA-LCRSource 63.3%Not comparable
CritPtSource 5.4%Not comparable
Knowledge
BenchmarkGrok 3 [Beta]InklingResult
GPQASource 87.9%Not comparable
GPQA-DSource 87.9%Not comparable
HLESource 46%Not comparable
HLE w/o toolsSource 30%Not comparable
Artificial Analysis Intelligence IndexSource 40.7%Not comparable
AA-GPQA DiamondSource 87.2%Not comparable
AA-HLESource 29.7%Not comparable
AA-Omniscience IndexSource 2.1%Not comparable
AA-Omniscience AccuracySource 40.0%Not comparable
AA-Omniscience Hallucination RateSource 63.1%Not comparable
MathInkling wins
BenchmarkGrok 3 [Beta]InklingResult
FrontierMath v2 (Tiers 1-3)Source 3.793%Not comparable
FrontierMath v2 (Tier 4)Source 0.000%Not comparable
AIME26Source 97.1%Not comparable
Multimodal
BenchmarkGrok 3 [Beta]InklingResult
MMMU-ProSource 73.5%Not comparable
CharXivSource 82%Not comparable
CharXiv w/o toolsSource 78.1%Not comparable
AA-MMMU-ProSource 73.5%Not comparable
Inst. Following
BenchmarkGrok 3 [Beta]InklingResult
IFBenchSource 79.8%Not comparable
Frequently Asked Questions (2)

Which is better, Grok 3 [Beta] or Inkling?

Inkling is ahead on BenchLM's BenchAlign leaderboard, 67.54 to 40.43.

Which is better for math, Grok 3 [Beta] or Inkling?

Inkling has the edge for math in this comparison, averaging 97.1 versus 2.8. Grok 3 [Beta] stays close enough that the answer can still flip depending on your workload.

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Last updated: July 21, 2026

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