LlamaParse 现在会根据页面难度自动选解析方式，简单文档用 OCR 省成本，复杂表格才上 VLM，想省钱又不想降精度的话可以试试。
LlamaIndex 旗下 LlamaParse 推出改进的智能路由层，能根据页面复杂度自动选择文档解析方式。简单文本优先使用低成本 OCR 技术，复杂页面（密集表格、图表）则切换为视觉语言模型（VLM）以保持准确度。用户可一键在产品中切换。该功能旨在降低处理成本，同时保证质量。
You don't need heavyweight VLMs to OCR simple text-only PDFs. Doing that is like bringing a bazooka...
You don't need heavyweight VLMs to OCR simple text-only PDFs. Doing that is like bringing a bazooka to a knife-fight, and is completely unnecessary and worse quality than a tuned OCR approach. Output tokens are expensive and slow. Reading text as images hurts transcription accuracy. We've built an improved routing layer in LlamaParse that picks the right level of document parsing capability depending on the complexity of the page. If the page is simple/text-heavy, we'll use our cost-effective techniques. If the page contains dense tables or charts, we'll revert to a heavier VLM-based approach in our agentic mode. You can toggle this in one-click in the product! Check it out: cloud.llamaindex.ai LlamaIndex 🦙 @llama_index We've rolled out improvements to LlamaParse Cost Optimizer. Our intelligent tier routing now more reliably ensures you always strike the right balance between cost and accuracy when processing large documents. Simple pages default to our cost-effective tier, complex pages are still processed by our higher accuracy and higher cost agentic and agentic plus tiers. Only pay for the quality each page actually needs. Live now for all customers. 🔗 View Quoted Tweet 💬 1 🔄 0 ❤️ 0 👀 351 📊 1 ⚡