π Evaluating your document ingestion pipeline(4/5)
Ensure pareto-frontier document OCR accuracy with open benchmarks
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Ensure pareto-frontier document OCR accuracy with open benchmarks Hi LlamaParse User! It's not enough to build a document ingestion pipeline that just works. At the current pace of change in AI, staying on the Pareto frontier of accuracy and cost for document ingestion is essential. On one hand, token costs grow exorbitant when you call the latest frontier VLMs for basic document understanding. On the other, slipping accuracy in your document pipelines means mistakes in context that quietly drag down the downstream performance of your agents. The LlamaIndex research team ensures the LlamaParse APIs always maintain SOTA capabilities β the highest accuracy at the most competitive cost. We also believe evaluating your pipelines should be democratized, so our research team continually releases benchmarks to make sure you're always getting the best. Use ParseBench and ExtractBench to confirm your critical document pipelines aren't letting you down. π Explore ParseBench (https://d5LDVQ04.na2.hubspotlinks.com/Ctc/Z+113/d5LDVQ04/VWXcjd7m_5vnF7GRmJP_M4NW7dH9HJ5W0pFZMrH-TP3lcq-W95jsWP6lZ3nLN23XsLmDH6TBW7G7W5y4WkLxkW1PLXLt8vP5YxW2wpZ8S9jSJ1NW9lZDZJ2S1JCXW41DDSy7zs5FYW1Sq2ZJ3M7CfkW7f7YLN6kQBylW5q7T77854vHrW3L7qnl6tHM0pW7B-qlX5MbngPW7nb2rC69kz-wW7wnsYb1CWV3jW1jYg4y6sjtcHN6wfb2lsn5_zW7pJCVY4_vsQWW7kD_6w2nvlL7W8CdKHW8zKv6_W84GLbk2j7h3nVfsPh25CZJsdW2jRhmr41J3J5W6YBKT-7sWZKtW6bf4LK4xVD7jN15cG-vyHrx8W2FMw_v2HgG-sN3vYrGf3QfBLW5stHzR4hCmX3W8QPTXy5vR3LZW3TWhF64M954RW8xp-4F4FHk5Nf146tVF04 ) π Explore ExtractBench (https://d5LDVQ04.na2.hubspotlinks.com/Ctc/Z+113/d5LDVQ04/VWXcjd7m_5vnF7GRmJP_M4NW7dH9HJ5W0pFZMrH-Tv3lcq-W8wLKSR6lZ3p-W9l6dRX7n2fWfW7JqvxL7pQZcVW5jNdJ56d9gtdN4GwlHTdCytQW4FgWj43fSnpxW6jl5cR20snCqW4xxz4F80V6qDW11g2gn5HTdB1W7wbMgh4D0nbmW1cXlK478K940W1ml0qj7Q0XzhW3zjPLN5Dhr4MW31NcZj78KxGbW46bwZ57NRXT8N969DrfRPQCLW86BxNg6y4XSjN4l0q1PyyGm5W38MsQ07kMPbnV3n5597Vf0fdW47SQv38J-23mW8LBJD-29Tt0rW7Bkq_G7GGnf9W42L8xY2lnwVwN6NwdJ2tCPJ-W2yHDJm72Q2d-V9Wlr12cdNWFW2VYl065TRJFWW8ljLBl3Zx5yKdP0fWR04 ) π Sign in to LlamaParse (https://d5LDVQ04.na2.hubspotlinks.com/Ctc/Z+113/d5LDVQ04/VWXcjd7m_5vnF7GRmJP_M4NW7dH9HJ5W0pFZMrH-Tb3lcq-W7Y8-PT6lZ3q7W1FLB0r2zr7cLN6JrKWD-9c16W2wt_lk1ryRh3W48vRHk23XqxDN8n_lMfZv__GW6vpjH65Jz8KqW3vxCtQ584dVcW7-QCSr4nKJ-4N7cwKS0gVs4lW8vwznY1XMlKSW8QFYYp7KL8N6W42lzKb8dsCF0N29cgtFvvScXW46brwV7RK6rWW4t9csX82ytx8W7gyVLv3GDtsDW93BH8h7dvYBqW3QDXyy4zNh23W1-tB3d2ZRFLRW4__ztH6FHWj1W3dLDWS5Ttj0dW14MWfn1lDTRcW8rKqFr3dWp8SW2dbSzN8CsSL2W1NTnq47xP1mZW52twwm96-9rMf33t_7P04 ) Best regards, Jerry Liu CEO @ LlamaIndex LlamaIndex, 405 Howard Street, San Francisco, California 94105, United States Unsubscribe (https://hs-48755185.s.hubspotemail-na2.net/hs/preferences-center/en/direct?data=W2nWGVW47zk9dW43DKwm3__h4-W1Vcc7k3QM6hKW1W-YB44fx6y3W2Pz5-h4pCHX1W3jkHvR236RTfW1VrFXC4pzx89W2YKR8b25hV74W2RJ2Mp38zc2xW2KYw9q41Zl4dW2xFYVh2WGpg-W24Vl9w1LFX9KW34f4PT2RrJFwW3ZTMDz1_mN84W4pGXJR47vZlNW1ZfMwy1XnDQVW232M382xMgT8W2zwfxp3P54G8W2Mwsgx45HlKzW1_r4Dw23nDBWW3bkqnd3M0Jc6W1Q6fYL3LYyHGW1BqsBh2xR02_W2WqVVS4m96ptW3j5dmw3JWFrYW2FVD4V4cqs36W2y28cZ2RRx45W41Qqsh4kwcm9W2vHkrb2Mv7xHW2r90t12t02X2W22YpGx34yml1W4rxjS92FsKmXW3C0g872FvMyKW2p3nsB41VcCZW4kftwG2sWd0bW3H8YYC2MWC-SW2qCBQC2-sZ0SW2MzKMh45QrYhW2HX3dq4fgm1fW1Zp8Bs2PKSdPW2p6LnZ2TrRhRW2zxQyF3LRjG2W49KX2F1X5_q6W4fkgPY2RlDb1W3yWFNs3_BD9pW2xGMKf4fLj0SW45qF664frtxYW34BT5r2HTZg4W2MTwsf3CcT62W38cnfy38dJFgW4tqh1h2p6hPwW2vS1L04mdsKYW3brhdc36nqj0W2CvY392FDq8qW2WvzMw43DJ0VW2zHncQ2WPVySW1QcBhj2xyt0ZW2t4-F72Yn-sPW2zz74X3gq4YpW1Bc75X256cFmW3h-_f42vxRxyW2CN-zK3B-z3sW4hw3KQ1L9C5xW3g23ft3Vzzfl0&_hsenc=p2ANqtz-__4okx5sOvFwHtYHGV8cdo95BxY_MLSDj6IaZlVCk38qAjz8BCXz5_XmXwnBBwPpoBPllY_i8cgrN98MUDRajKIemyyNgkfDuhMKXlbJPmgJtTa4ukDaVeKxdNiohJ4PnxTm_h&_hsmi=368776877 ) Manage preferences (https://hs-48755185.s.hubspotemail-na2.net/hs/preferences-center/en/page?data=W2nWGVW47zk9dW43DKwm3__h4-W1Vcc7k3QM6hKW1W-YB44fx6y3W2Pz5-h4pCHX1W3jkHvR236RTfW1VrFXC4pzx89W2YKR8b25hV74W2RJ2Mp38zc2xW2KYw9q41Zl4dW2xFYVh2WGpg-W24Vl9w1LFX9KW34f4PT2RrJFwW3ZTMDz1_mN84W4pGXJR47vZlNW1ZfMwy1XnDQVW232M382xMgT8W2zwfxp3P54G8W2Mwsgx45HlKzW1_r4Dw23nDBWW3bkqnd3M0Jc6W1Q6fYL3LYyHGW1BqsBh2xR02_W2WqVVS4m96ptW3j5dmw3JWFrYW2FVD4V4cqs36W2y28cZ2RRx45W41Qqsh4kwcm9W2vHkrb2Mv7xHW2r90t12t02X2W22YpGx34yml1W4rxjS92FsKmXW3C0g872FvMyKW2p3nsB41VcCZW4kftwG2sWd0bW3H8YYC2MWC-SW2qCBQC2-sZ0SW2MzKMh45QrYhW2HX3dq4fgm1fW1Zp8Bs2PKSdPW2p6LnZ2TrRhRW2zxQyF3LRjG2W49KX2F1X5_q6W4fkgPY2RlDb1W3yWFNs3_BD9pW2xGMKf4fLj0SW45qF664frtxYW34BT5r2HTZg4W2MTwsf3CcT62W38cnfy38dJFgW4tqh1h2p6hPwW2vS1L04mdsKYW3brhdc36nqj0W2CvY392FDq8qW2WvzMw43DJ0VW2zHncQ2WPVySW1QcBhj2xyt0ZW2t4-F72Yn-sPW2zz74X3gq4YpW1Bc75X256cFmW3h-_f42vxRxyW2CN-zK3B-z3sW4hw3KQ1L9C5xW3g23ft3Vzzfl0&_hsenc=p2ANqtz-__4okx5sOvFwHtYHGV8cdo95BxY_MLSDj6IaZlVCk38qAjz8BCXz5_XmXwnBBwPpoBPllY_i8cgrN98MUDRajKIemyyNgkfDuhMKXlbJPmgJtTa4ukDaVeKxdNiohJ4PnxTm_h&_hsmi=368776877 )
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- nse/llamaindex/2026-10-11/3873
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- LlamaIndex Β· marketing@llamaindex.ai
- Sent
- 11 October 2026 Β· 18:00 UTC







