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    LlamaIndex Finds Higher Cost Does Not Equal Better Extraction

    LlamaIndex evaluated 14 frontier systems across 370 enterprise documents and plotted accuracy against cost per page.

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    1 Source, 26d ago, first seen 26d ago

    TLDR

    LlamaIndex posted that it evaluated 14 frontier systems on 370 enterprise documents and plotted accuracy against cost per page. The post states the biggest takeaway is that higher cost does not equal better extraction. It notes Agentic Plus hit the highest result in the attached scatter plot. The tweet comes from the official account of LlamaIndex Inc., the company behind the LlamaIndex framework and LlamaParse.

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    1 Source, first seen 26d ago

    Combined views

    12.2K

    1 Source, first seen 26d ago

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    2 comments
    9 saves
    4 reposts

    Sentiment

    Positive——Negative

    Summary

    Not enough discussion yet.

    No sentiment analysis available yet.

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    1 Source

    @llama_indexDoes paying 5x more per page actually get you better document extraction? We ran the data to find out. We evaluated 14 frontier systems across 370 enterprise documents, then plotted their accuracy against cost per page. The biggest takeaway? Higher cost does not equal better extraction. • Agentic Plus hit the highest accuracy overall at <1/3 the cost of the runner-up. • Agentic & Cost Effective routinely beat systems costing several times more per page. More expensive doesn’t necessarily mean more accurate. Now we have the data to show it. Try Extract on your own documents with 10,000 free credits when you sign up for LlamaParse → https://cloud.llamaindex.ai?utm_medium=socials&utm_source=twitter&utm_campaign=2026-aug-

    1 Source

    @llama_indexDoes paying 5x more per page actually get you better document extraction? We ran the data to find out. We evaluated 14 frontier systems across 370 enterprise documents, then plotted their accuracy against cost per page. The biggest takeaway? Higher cost does not equal better extraction. • Agentic Plus hit the highest accuracy overall at <1/3 the cost of the runner-up. • Agentic & Cost Effective routinely beat systems costing several times more per page. More expensive doesn’t necessarily mean more accurate. Now we have the data to show it. Try Extract on your own documents with 10,000 free credits when you sign up for LlamaParse → https://cloud.llamaindex.ai?utm_medium=socials&utm_source=twitter&utm_campaign=2026-aug-