Best LLMs for Data Extraction
10 models · ranked by real Data Extraction usage
Key facts · week of 2026-08-10
The top 3 models (DeepSeek: DeepSeek V4 Flash 0423, Tencent: Hy3, Google: Gemini 2.5 Flash Lite (batch)) account for 25.3% of all usage.
§This week's biggest riser is Tencent: Hy3, up from #4 to #2.
§The cheapest model in the usage top 10 is inclusionAI: Ling-2.6-flash at $0.01 per 1M input tokens (usage rank #9).
§The largest context window in the top 10 is OpenAI: GPT-5.6 Luna (batch) at 1.1M tokens.
§
Cite as: AI Tier List, LLM Usage Rankings (2026-08-10), www.aitierlist.xyz/en/models/data-extraction — data: OpenRouter
Which model should you pick?
- When quality comes first
- DeepSeek: DeepSeek V4 Flash 0731
- Artificial Analysis intelligence index score 51.8 — highest in this ranking
- The proven default
- DeepSeek: DeepSeek V4 Flash 0423
- 14.4% usage share — #1 in real usage
- When cost matters
- inclusionAI: Ling-2.6-flash
- Cheapest in the top 15 — $0.01/1M input
- For long docs & codebases
- OpenAI: GPT-5.6 Luna (batch)
- 1.1M token context window
- To bet on the trending choice
- Z.ai: GLM 5.2 (batch)
- New this week at #10
Full ranking · 10 models
| Rank | Model | Share |
|---|---|---|
1 | DeepSeek: DeepSeek V4 Flash 0423 | |
2 | Tencent: Hy3 | |
3 | Google: Gemini 2.5 Flash Lite (batch) | |
4 | Google: Gemini 2.5 Flash (batch) | |
5 | DeepSeek: DeepSeek V4 Flash 0731 | |
6 | Google: Gemini 3.1 Flash Lite (batch) | |
7 | OpenAI: GPT-5.6 Luna (batch) | |
8 | OpenAI: gpt-oss-120b | |
9 | inclusionAI: Ling-2.6-flash | |
10 | Z.ai: GLM 5.2 (batch) |
Model Comparisons
- DeepSeek: DeepSeek V4 Flash 0423 vs Tencent: Hy3
- DeepSeek: DeepSeek V4 Flash 0423 vs Google: Gemini 2.5 Flash Lite (batch)
- DeepSeek: DeepSeek V4 Flash 0423 vs Google: Gemini 2.5 Flash (batch)
- Tencent: Hy3 vs Google: Gemini 2.5 Flash Lite (batch)
- Tencent: Hy3 vs Google: Gemini 2.5 Flash (batch)
- Google: Gemini 2.5 Flash Lite (batch) vs Google: Gemini 2.5 Flash (batch)
- Full LLM API pricing →
Related AI Tool Tier Lists
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FAQ
What is the most-used LLM for Data Extraction?
DeepSeek: DeepSeek V4 Flash 0423 by deepseek ranks first for Data Extraction by real token usage. It accounts for roughly 14.4% of tokens in this segment. Tencent: Hy3, Google: Gemini 2.5 Flash Lite (batch), Google: Gemini 2.5 Flash (batch) 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 Data Extraction tasks. It refreshes weekly and currently tracks 10 models.
Which is the cheapest LLM for Data Extraction?
Among the paid models in this ranking, inclusionAI: Ling-2.6-flash is cheapest at $0.01 per 1M input tokens.
Is DeepSeek: DeepSeek V4 Flash 0423 still the most-used LLM for Data Extraction right now?
Yes. As of the week of 2026-08-10, DeepSeek: DeepSeek V4 Flash 0423 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?
OpenAI: GPT-5.6 Luna (batch) 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 —.