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01 · WEEKLY RANKING

Best LLMs for Memory Extraction

Week of

9 models · ranked by real Memory Extraction usage

Key facts · week of 2026-08-10

  1. F1

    The top 3 models (Xiaomi: MiMo-V2.5, DeepSeek: DeepSeek V4 Flash 0423, Tencent: Hy3) account for 42.6% of all usage.

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  2. F2

    This week's biggest riser is DeepSeek: DeepSeek V4 Flash 0731, up from #9 to #6.

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  3. F3

    The cheapest model in the usage top 10 is Tencent: Hy3 at $0.132 per 1M input tokens (usage rank #3).

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  4. F4

    The largest context window in the top 10 is Xiaomi: MiMo-V2.5 at 1.1M tokens.

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Cite as: AI Tier List, LLM Usage Rankings (2026-08-10), www.aitierlist.xyz/en/models/agent-memory-extraction — data: OpenRouter

Which model should you pick?

When quality comes first
DeepSeek: DeepSeek V4 Flash 0731deepseek
Artificial Analysis agentic benchmark score 48.4 — highest in this ranking
The proven default
Xiaomi: MiMo-V2.5xiaomi
23.1% usage share — #1 in real usage
When cost matters
NVIDIA: Nemotron 3 Ultra (free)nvidia
Cheapest in the top 15 — Free/1M input
For long docs & codebases
DeepSeek: DeepSeek V4 Flash 0423deepseek
1M token context window

Full ranking · 9 models

RankModelShare
1
Xiaomi: MiMo-V2.5
Agentic 24.4 · in $0.14 · out $0.28 · 1.1M
23.1%
2
DeepSeek: DeepSeek V4 Flash 0423
Agentic 31.1 · in $0.14 · out $0.28 · 1M
11.4%
3
Tencent: Hy3
in $0.13 · out $0.53 · 262K
8.1%
4
NVIDIA: Nemotron 3 Ultra (free)
in Free · out Free · 1M
7.2%
5
StepFun: Step 3.7 Flash
Agentic 21.7 · in $0.20 · out $1.15 · 262K
5.6%
63
DeepSeek: DeepSeek V4 Flash 0731
Agentic 48.4 · in $0.14 · out $0.28 · 1M
5.5%
71
Z.ai: GLM 5.2 (batch)
in $0.70 · out $2.20 · 512K
4.4%
81
DeepSeek: DeepSeek V4 Pro
Agentic 37.8 · in $1.17 · out $2.34 · 1M
3.8%
91
MiniMax: MiniMax M3 (batch)
in $0.15 · out $0.60 · 524K
3.2%
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FAQ

What is the most-used LLM for Memory Extraction?

Xiaomi: MiMo-V2.5 by xiaomi ranks first for Memory Extraction by real token usage. It accounts for roughly 23.1% of tokens in this segment. DeepSeek: DeepSeek V4 Flash 0423, Tencent: Hy3, NVIDIA: Nemotron 3 Ultra (free) follow.

How are these rankings calculated?

Models are ranked by tokens actually consumed through OpenRouter, not by benchmark scores. This page counts only usage tagged as Memory Extraction tasks. It refreshes weekly and currently tracks 9 models.

Which is the cheapest LLM for Memory Extraction?

Among the paid models in this ranking, Tencent: Hy3 is cheapest at $0.13 per 1M input tokens. 1 models in the list are free to use.

Is Xiaomi: MiMo-V2.5 still the most-used LLM for Memory Extraction right now?

Yes. As of the week of 2026-08-10, Xiaomi: MiMo-V2.5 is #1 by real usage. It was #1 last week too. The ranking refreshes weekly, so this page changes as soon as it does.

Which model has the longest context window?

Xiaomi: MiMo-V2.5 has the longest context window in this ranking at 1.1M tokens.

Token usage and share data aggregated by OpenRouter, refreshed weekly. Prices are USD per 1M tokens. Benchmark scores come from Artificial Analysis; models it hasn't measured show —.