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Precision Benchmarks

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

Daily ingest · 06:00 UTC

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Every score has a dated snapshot.

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Search Intent · best llm for chat

Best LLM for chat in 2026

General assistants ranked for conversation quality. Elo first, then price if you chat all day.

Quick answer

Gemini 3.7 Flash is the current #1 for “best llm for chat” on this dated Stack Engine mix. Preference Elo first for long-form drafts. Price still counts if you generate all day. 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
#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
#3Gemini 3.6 Flash(Google)
Score 74.8
Elo: 1,506 (Top31%)TTFT: 92 ms (Top4%)Speed: 198 tok/s (Top2%)Out $: $3.75/1M (Top65%)
Rank #3vs #1
#4Gemini 3 Flash(Google)
Score 73.6
Elo: 1,495 (Top33%)TTFT: 95 ms (Top6%)Speed: 190 tok/s (Top4%)Out $: $3/1M (Top63%)
Rank #4vs #1
#5DeepSeek 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 #5vs #1
#6Yi-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 #6vs #1
#7GPT-5.6 Terra(OpenAI)
Score 67.4
Elo: 1,548 (Top19%)TTFT: 160 ms (Top23%)Speed: 128 tok/s (Top26%)Out $: $6/1M (Top75%)
Rank #7vs #1
#8Doubao 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 #8vs #1
#9Grok 4.6(xAI)
Score 66.9
Elo: 1,592 (Top6%)TTFT: 195 ms (Top40%)Speed: 118 tok/s (Top30%)Out $: $6/1M (Top75%)
Rank #9vs #1
#10Seed 2.1 Turbo(ByteDance)
Score 66.3
Elo: 1,472 (Top47%)TTFT: 120 ms (Top12%)Speed: 160 tok/s (Top11%)Out $: $2.5/1M (Top60%)
Rank #10vs #1
#11Llama 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 #11vs #1
#12Llama 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 #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