Skip to main content
BenchLM
Advertise

Model comparison

LFM2.5-VL-450M-Extract vs MAI-Thinking-1

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.
N/A
No comparison
N/A
0 category wins0 category wins

Evidence parity. LFM2.5-VL-450M-Extract and MAI-Thinking-1 share 0 comparable benchmark results. 0 of 8 categories are comparable. 3 results are unique to LFM2.5-VL-450M-Extract; 13 to MAI-Thinking-1.

Updated July 23, 2026
Shared results
0
LFM2.5-VL-450M-Extract only
3
MAI-Thinking-1 only
13
Comparable categories
0 / 8

Benchmark data for LFM2.5-VL-450M-Extract and MAI-Thinking-1 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 has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

MAI-Thinking-1 has the larger context window at 256K, compared with 128K for LFM2.5-VL-450M-Extract.

Operational comparison

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

MetricLFM2.5-VL-450M-ExtractMAI-Thinking-1Comparison
Input / output priceUSD per 1M tokensLFM2.5-VL-450M-ExtractNot availableMAI-Thinking-1Not availableA complete price comparison is not available.
Generation speedtokens per secondLFM2.5-VL-450M-ExtractNot availableMAI-Thinking-1Not availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenLFM2.5-VL-450M-ExtractNot availableMAI-Thinking-1Not availableA complete latency comparison is not available.
Context windowmaximum listed tokensLFM2.5-VL-450M-Extract128KMAI-Thinking-1256KMAI-Thinking-1 lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkLFM2.5-VL-450M-ExtractMAI-Thinking-1Result
Terminal-Bench 2.0Source —46%Not comparable
Coding
BenchmarkLFM2.5-VL-450M-ExtractMAI-Thinking-1Result
SWE-bench VerifiedSource —73.5%Not comparable
SWE-bench ProSource —52.8%Not comparable
Terminal-Bench 2.0Source —46.0%Not comparable
Reasoning
BenchmarkLFM2.5-VL-450M-ExtractMAI-Thinking-1Result
Graphwalks BFS 128KSource —90%Not comparable
Knowledge
BenchmarkLFM2.5-VL-450M-ExtractMAI-Thinking-1Result
GPQASource —84.2%Not comparable
GPQA-DSource —84.2%Not comparable
MMLU-ProSource —85%Not comparable
SimpleQASource —31%Not comparable
Math
BenchmarkLFM2.5-VL-450M-ExtractMAI-Thinking-1Result
AIME 2025Source —97%Not comparable
AIME26Source —94.5%Not comparable
HMMT Feb 2026Source —84.9%Not comparable
Multimodal
BenchmarkLFM2.5-VL-450M-ExtractMAI-Thinking-1Result
Liquid Extract JSON ValiditySource 98.9%—Not comparable
Liquid Extract F1Source 98.8%—Not comparable
Liquid Extract VLM JudgeSource 84.5%—Not comparable
Inst. Following
BenchmarkLFM2.5-VL-450M-ExtractMAI-Thinking-1Result
IFBenchSource —85%Not comparable
Frequently Asked Questions (2)

Can I compare LFM2.5-VL-450M-Extract and MAI-Thinking-1 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.

Related Comparisons

Explore More

LiquidAI Compare Pricing Methodology Find Your Best LLM Overall Rankings
Last updated: July 23, 2026

Choose a model with this week’s evidence

Join 2,000+ readers for ranking moves, pricing changes, and the claims that still need proof.

One email each week. Unsubscribe anytime.