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Model comparison

GPT-5.3-Codex-Spark vs Grok 4.20

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.
No comparison
53.88/100
0 category wins0 category wins

Public leaderboard positions: GPT-5.3-Codex-Spark #79 (Estimated); Grok 4.20 #93 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. GPT-5.3-Codex-Spark and Grok 4.20 share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to GPT-5.3-Codex-Spark; 19 to Grok 4.20.

Updated July 28, 2026
Shared results
0
GPT-5.3-Codex-Spark only
0
Grok 4.20 only
19
Comparable categories
0 / 8

Benchmark data for GPT-5.3-Codex-Spark and Grok 4.20 is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM does not have sourced benchmark coverage for GPT-5.3-Codex-Spark yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Grok 4.20 has the larger context window at 2M, compared with 256K for GPT-5.3-Codex-Spark.

Operational comparison

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

MetricGPT-5.3-Codex-SparkGrok 4.20Comparison
Input / output priceUSD per 1M tokensGPT-5.3-Codex-SparkNot availableGrok 4.20$2 input / $6 outputA complete price comparison is not available.
Generation speedtokens per secondGPT-5.3-Codex-SparkNot availableGrok 4.20233 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenGPT-5.3-Codex-SparkNot availableGrok 4.2010.33 sA complete latency comparison is not available.
Context windowmaximum listed tokensGPT-5.3-Codex-Spark256KGrok 4.202MGrok 4.20 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGPT-5.3-Codex-SparkGrok 4.20Result
Terminal-Bench 2.0Source 47.1%Not comparable
DeepSearchQASource 62.8%Not comparable
Gert LabsSource 38.36%Not comparable
Coding
BenchmarkGPT-5.3-Codex-SparkGrok 4.20Result
LiveCodeBench ProSource 74.2%Not comparable
SWE-bench VerifiedSource 76.7%Not comparable
SWE-bench ProSource 51.8%Not comparable
Vibe Code BenchSource 4.06%Not comparable
Reasoning
BenchmarkGPT-5.3-Codex-SparkGrok 4.20Result
ARC-AGI-2Source 53.3%Not comparable
ARC-AGI-3Source 0.1%Not comparable
Knowledge
BenchmarkGPT-5.3-Codex-SparkGrok 4.20Result
GPQA-DSource 88.5%Not comparable
HLE w/o toolsSource 31.6%Not comparable
HealthBench HardSource 20.3%Not comparable
MedXpertQA (Text)Source 50.2%Not comparable
Multimodal
BenchmarkGPT-5.3-Codex-SparkGrok 4.20Result
MMMU-ProSource 75.2%Not comparable
CharXivSource 60.9%Not comparable
ERQASource 54.1%Not comparable
SimpleVQASource 57.4%Not comparable
MedXpertQA (MM)Source 65.8%Not comparable
Design Arena WebsiteSource 1252Not comparable
Frequently Asked Questions (3)

Can I compare GPT-5.3-Codex-Spark and Grok 4.20 on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for GPT-5.3-Codex-Spark and Grok 4.20 today?

GPT-5.3-Codex-Spark: Pricing unavailable Grok 4.20: $2.00 input / $6.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Related Comparisons

Last updated: July 28, 2026

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