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Precision Benchmarks

Programmatic, dated AI model benchmarks, head-to-head comparisons, and Stack Engine presets.

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Every score has a dated snapshot.

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Search Intent · best cheap llm

Best cheap LLM in 2026

Lowest list-price models that still clear a usability bar. For high-volume chat and batch jobs.

Quick answer

Gemini 3.7 Flash is the current #1 for “best cheap llm” on this dated Stack Engine mix. Output price first among models we still consider usable for chat. Weights: Elo 35%, TTFT 25%, Speed 20%, Out $ 20%.
Weights:Elo 35%TTFT 25%Speed 20%Out $ 20%
Current #1 Ranked PickScore 81.5 / 100

Gemini 3.7 Flash

Google · Closed flagship

Elo: 1,530 (Top 23%)TTFT: 82 ms (Top 1%)Speed: 215 tok/s (Top 1%)Out $: $1.875/1M (Top 50%)
SWE-bench: 72.4%Elo: 1,530
View full model fact sheet

Complete Ranked Category List

Models ranked by verified benchmark weights across SWE-bench and coding preference evaluations.

#1Gemini 3.7 Flash(Google)
Score 81.5
Elo: 1,530 (Top23%)TTFT: 82 ms (Top1%)Speed: 215 tok/s (Top1%)Out $: $1.875/1M (Top50%)
🏆 #1 Overall Leader in Category
#2GPT-5.6 Luna(OpenAI)
Score 75.3
Elo: 1,466 (Top51%)TTFT: 88 ms (Top2%)Speed: 188 tok/s (Top5%)Out $: $0.6/1M (Top27%)
Rank #2vs #1
#3DeepSeek V4 Flash(DeepSeek)
Score 73.3
Elo: 1,490 (Top38%)TTFT: 165 ms (Top25%)Speed: 142 tok/s (Top19%)Out $: $0.28/1M (Top17%)
Rank #3vs #1
#4Yi-Lightning(01.AI)
Score 72.6
Elo: 1,475 (Top44%)TTFT: 150 ms (Top20%)Speed: 130 tok/s (Top24%)Out $: $0.14/1M (Top11%)
Rank #4vs #1
#5Doubao Lite 1.5(ByteDance)
Score 67.3
Elo: 1,360 (Top78%)TTFT: 110 ms (Top9%)Speed: 180 tok/s (Top8%)Out $: $0.1/1M (Top8%)
Rank #5vs #1
#6Llama 4 Scout(Meta)
Score 66.0
Elo: 1,412 (Top69%)TTFT: 130 ms (Top14%)Speed: 155 tok/s (Top14%)Out $: $0.3/1M (Top18%)
Rank #6vs #1
#7Llama 4 Maverick(Meta)
Score 64.7
Elo: 1,468 (Top49%)TTFT: 170 ms (Top27%)Speed: 130 tok/s (Top24%)Out $: $0.8/1M (Top33%)
Rank #7vs #1
#8Gemini 2.0 Flash Thinking(Google)
Score 63.3
Elo: 1,490 (Top38%)TTFT: 220 ms (Top49%)Speed: 115 tok/s (Top33%)Out $: $0.4/1M (Top23%)
Rank #8vs #1
#9Doubao Pro 1.5(ByteDance)
Score 61.9
Elo: 1,470 (Top48%)TTFT: 190 ms (Top38%)Speed: 105 tok/s (Top42%)Out $: $0.28/1M (Top17%)
Rank #9vs #1
#10GLM-5.3(Zhipu)
Score 58.1
Elo: 1,558 (Top14%)TTFT: 255 ms (Top63%)Speed: 90 tok/s (Top56%)Out $: $1.8/1M (Top50%)
Rank #10vs #1
#11GPT-5 mini(OpenAI)
Score 57.9
Elo: 1,410 (Top70%)TTFT: 140 ms (Top17%)Speed: 155 tok/s (Top14%)Out $: $2/1M (Top53%)
Rank #11vs #1
#12GPT-4o mini(OpenAI)
Score 56.7
Elo: 1,272 (Top92%)TTFT: 130 ms (Top14%)Speed: 160 tok/s (Top11%)Out $: $0.6/1M (Top27%)
Rank #12vs #1

Frequently asked questions

Plain-English methodology and leaderboard answers

Gemini 3.7 Flash is the current #1 on this list. Rankings move when daily ingest updates SWE-bench, Elo, price, or latency.

What is preference Elo? · How rankings update