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Model comparison

Grok Code Fast 1 vs LFM2.5-8B-A1B

Data verified

Head-to-head evidence from 12 shared benchmark results across 5 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

38.56/100
Margin
2.7pts
winning →
41.25/100
0 category wins0 category wins

BenchAlign evidence: Grok Code Fast 1 supported; LFM2.5-8B-A1B estimated. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. Grok Code Fast 1 and LFM2.5-8B-A1B share 12 comparable benchmark results. 0 of 8 categories are comparable. 1 result is unique to Grok Code Fast 1; 6 to LFM2.5-8B-A1B.

Updated July 16, 2026
Shared results
12
Grok Code Fast 1 only
1
LFM2.5-8B-A1B only
6
Comparable categories
0 / 8

Benchmark data for Grok Code Fast 1 and LFM2.5-8B-A1B is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 12 shared benchmark results across 5 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Grok Code Fast 1 is priced at $0.20 input / $1.50 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for LFM2.5-8B-A1B. Grok Code Fast 1 has the larger context window at 256K, compared with 128K for LFM2.5-8B-A1B.

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 Code Fast 1 and LFM2.5-8B-A1B
CategoryGrok Code Fast 1ΔLFM2.5-8B-A1B
CodingGrok Code Fast 170.8MarginNo overlapLFM2.5-8B-A1BNot measured
MathGrok Code Fast 1Not measuredMarginNo overlapLFM2.5-8B-A1B50.0
Inst. FollowingGrok Code Fast 1Not measuredMarginNo overlapLFM2.5-8B-A1B68.8

Operational comparison

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

MetricGrok Code Fast 1LFM2.5-8B-A1BComparison
Input / output priceUSD per 1M tokensGrok Code Fast 1$0.2 input / $1.5 outputLFM2.5-8B-A1B$0 input / $0 outputLFM2.5-8B-A1B has the lower combined listed price.
Generation speedtokens per secondGrok Code Fast 1172 tok/sLFM2.5-8B-A1BNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenGrok Code Fast 12.81 sLFM2.5-8B-A1BNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensGrok Code Fast 1256KLFM2.5-8B-A1B128KGrok Code Fast 1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkGrok Code Fast 1LFM2.5-8B-A1BResult
τ²-bench resultsSource 75.7%16.1%Grok Code Fast 1 leads
BFCL v4Source 49.7%Not comparable
Coding
BenchmarkGrok Code Fast 1LFM2.5-8B-A1BResult
SWE-bench VerifiedSource 70.8%Not comparable
Terminal-Bench HardSource 17.4%4.5%Grok Code Fast 1 leads
AA-SciCodeSource 36.2%7.8%Grok Code Fast 1 leads
Reasoning
BenchmarkGrok Code Fast 1LFM2.5-8B-A1BResult
AA-LCRSource 48.3%0.0%Grok Code Fast 1 leads
CritPtSource 0.0%0.0%Tie
Knowledge
BenchmarkGrok Code Fast 1LFM2.5-8B-A1BResult
Artificial Analysis Intelligence IndexSource 21.6%8.3%Grok Code Fast 1 leads
AA-GPQA DiamondSource 72.7%51.3%Grok Code Fast 1 leads
AA-HLESource 7.5%6.9%Grok Code Fast 1 leads
AA-Omniscience IndexSource -36.0%-33.3%LFM2.5-8B-A1B leads
AA-Omniscience AccuracySource 23.8%9.4%Grok Code Fast 1 leads
AA-Omniscience Hallucination RateSource 78.5%47.0%LFM2.5-8B-A1B leads
Math
BenchmarkGrok Code Fast 1LFM2.5-8B-A1BResult
MATH-500Source 88.8%Not comparable
AIME 2025Source 42.5%Not comparable
AIME26Source 50.0%Not comparable
Inst. Following
BenchmarkGrok Code Fast 1LFM2.5-8B-A1BResult
AA-IFBenchSource 41.4%55.6%LFM2.5-8B-A1B leads
IFEvalSource 91.8%Not comparable
IFBenchSource 56.5%Not comparable
Frequently Asked Questions (3)

Can I compare Grok Code Fast 1 and LFM2.5-8B-A1B 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 Grok Code Fast 1 and LFM2.5-8B-A1B today?

Grok Code Fast 1: $0.20 input / $1.50 output per 1M tokens LFM2.5-8B-A1B: $0.00 input / $0.00 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 16, 2026

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