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Model comparison

Grok 4.20 vs Inkling

Data verified

Head-to-head evidence from 7 shared benchmark results across 4 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

54.41/100
Margin
14.6pts
winning →
Thinking Machines Lab
69/100
0 category wins3 category wins

Verified leaderboard positions: Grok 4.20 unranked; Inkling #17

BenchAlign evidence: Grok 4.20 estimated; Inkling not scored. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Grok 4.20 and Inkling share 7 comparable benchmark results. 3 of 8 categories are comparable. 12 results are unique to Grok 4.20; 9 to Inkling.

Updated July 15, 2026
Shared results
7
Grok 4.20 only
12
Inkling only
9
Comparable categories
3 / 8

Pick Inkling if you want the stronger benchmark profile. Grok 4.20 only becomes the better choice if you need the larger 2M context window or you want the stronger reasoning-first profile.

Confidence note. This is a partial-evidence comparison with 7 shared benchmark results across 4 evidence categories; 3 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

Inkling finishes one point ahead on BenchLM's provisional leaderboard, 69 to 68. That is enough to call, but not enough to treat as a blowout. This matchup comes down to a few meaningful edges rather than one model dominating the board.

Inkling's sharpest advantage is in agentic, where it averages 69.4 against 47.1. The single biggest benchmark swing on the page is CharXiv, 60.9% to 82%.

Grok 4.20 is also the more expensive model on tokens at $2.00 input / $6.00 output per 1M tokens, versus $1.87 input / $4.68 output per 1M tokens for Inkling. Grok 4.20 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. Grok 4.20 gives you the larger context window at 2M, compared with 1M for Inkling.

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 Grok 4.20 and Inkling
CategoryGrok 4.20ΔInkling
AgenticGrok 4.2047.1Margin 22.3Inkling69.4
MultimodalGrok 4.2070.1Margin 6.4Inkling76.5
CodingGrok 4.2067.1Margin 1.5Inkling68.6
ReasoningGrok 4.2053.3MarginNo overlapInklingNot measured
KnowledgeGrok 4.20Not measuredMarginNo overlapInkling51.7
MathGrok 4.20Not measuredMarginNo overlapInkling97.1
Inst. FollowingGrok 4.20Not measuredMarginNo overlapInkling79.8

Decisive benchmark drivers

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

More
A · Grok 4.20B · Inkling
  1. CharXiv

    Multimodal
    Source ↗
    A 60.9%B 82%
    Winner: InklingΔ 21.1
    CharXiv: Grok 4.20 scored 60.9%; Inkling scored 82%. Inkling wins this benchmark.
  2. Terminal-Bench 2.0

    Agentic
    Source ↗
    A 47.1%B 63.8%
    Winner: InklingΔ 16.7
    Terminal-Bench 2.0: Grok 4.20 scored 47.1%; Inkling scored 63.8%. Inkling wins this benchmark.
  3. SWE-bench Pro

    Coding
    Source ↗
    A 51.8%B 54.3%
    Winner: InklingΔ 2.5
    SWE-bench Pro: Grok 4.20 scored 51.8%; Inkling scored 54.3%. Inkling wins this benchmark.
  4. MMMU-Pro

    Multimodal
    Source ↗
    A 75.2%B 73.5%
    Winner: Grok 4.20Δ 1.7
    MMMU-Pro: Grok 4.20 scored 75.2%; Inkling scored 73.5%. Grok 4.20 wins this benchmark.
  5. SWE-bench Verified

    Coding
    Source ↗
    A 76.7%B 77.6%
    Winner: InklingΔ 0.9
    SWE-bench Verified: Grok 4.20 scored 76.7%; Inkling scored 77.6%. Inkling wins this benchmark.

Operational comparison

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

MetricGrok 4.20InklingComparison
Input / output priceUSD per 1M tokensGrok 4.20$2 input / $6 outputInkling$1.87 input / $4.68 outputInkling has the lower combined listed price.
Generation speedtokens per secondGrok 4.20233 tok/sInklingNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGrok 4.2010.33 sInklingNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGrok 4.202MInkling1MGrok 4.20 lists the larger context window.

Benchmark Deep Dive

AgenticInkling wins
BenchmarkGrok 4.20InklingResult
Terminal-Bench 2.0Source 47.1%63.8%Inkling leads
DeepSearchQASource 62.8%Not comparable
Gert LabsSource 38.36%Not comparable
BrowseCompSource 77.1%Not comparable
MCP AtlasSource 74.1%Not comparable
Design Arena Agentic Web DevSource 1258Not comparable
CodingInkling wins
BenchmarkGrok 4.20InklingResult
LiveCodeBench ProSource 74.2%Not comparable
SWE-bench VerifiedSource 76.7%77.6%Inkling leads
SWE-bench ProSource 51.8%54.3%Inkling leads
Vibe Code BenchSource 4.06%Not comparable
Terminal-Bench 2.0Source 63.8%Not comparable
Reasoning
BenchmarkGrok 4.20InklingResult
ARC-AGI-2Source 53.3%Not comparable
Knowledge
BenchmarkGrok 4.20InklingResult
GPQA-DSource 88.5%87.9%Grok 4.20 leads
HLE w/o toolsSource 31.6%30%Grok 4.20 leads
HealthBench HardSource 20.3%Not comparable
MedXpertQA (Text)Source 50.2%Not comparable
GPQASource 87.9%Not comparable
HLESource 46%Not comparable
Math
BenchmarkGrok 4.20InklingResult
AIME26Source 97.1%Not comparable
MultimodalInkling wins
BenchmarkGrok 4.20InklingResult
MMMU-ProSource 75.2%73.5%Grok 4.20 leads
CharXivSource 60.9%82%Inkling leads
ERQASource 54.1%Not comparable
SimpleVQASource 57.4%Not comparable
MedXpertQA (MM)Source 65.8%Not comparable
GDPval-AASource 1055Not comparable
Design Arena WebsiteSource 1262Not comparable
CharXiv w/o toolsSource 78.1%Not comparable
Inst. Following
BenchmarkGrok 4.20InklingResult
IFBenchSource 79.8%Not comparable
Frequently Asked Questions (4)

Which is better, Grok 4.20 or Inkling?

Inkling is ahead on BenchLM's provisional leaderboard, 69 to 68. The biggest single separator in this matchup is CharXiv, where the scores are 60.9% and 82%.

Which is better for coding, Grok 4.20 or Inkling?

Inkling has the edge for coding in this comparison, averaging 68.6 versus 67.1. Inside this category, SWE-bench Pro is the benchmark that creates the most daylight between them.

Which is better for agentic tasks, Grok 4.20 or Inkling?

Inkling has the edge for agentic tasks in this comparison, averaging 69.4 versus 47.1. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for multimodal and grounded tasks, Grok 4.20 or Inkling?

Inkling has the edge for multimodal and grounded tasks in this comparison, averaging 76.5 versus 70.1. 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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