📋 From docs to data: Let’s extract the good stuff (3/5)
Schema-based extraction from documents
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Schema-based extraction from documents Hi LlamaParse User! Now that you’ve got clean, parsed files… it’s time to Extract. Extract takes any file and pulls out the exact schema you define: names, phone numbers, costs, etc. But this isn't any normal extraction API, you get: - Industry-best performance in both cost and accuracy - Auto-schema generation with a single click - Multiple cost and accuracy tiers to match your performance expectations - Granular bounding boxes and row-level citations Sign-in (https://d5LDVQ04.na2.hubspotlinks.com/Ctc/Z+113/d5LDVQ04/VWBJbm4YRRthW2DmH4n6y8JsDW6R-97G5V-fWQN3ypqFY3lcq-W7Y8-PT6lZ3krW14nPlk3j3zdXW8BTwZz8nyBkcVzX79S7Mr_QsW6KCPfd3pRXh2W71jS571tzqcyW3HYP-44Z8c4FW572SvW64VqwMW3DHSzd7mpfx7W2vwfFR6r2jDvW7VdZBf7PfR_XN4__wcPC1T9gW72ryPj1gDVL-VC908K1-GwWQMm3y8w6Vfp3Vs-hhQ6TqgR-W87Wfgl6SMKBvW2j-jqg4kYLJ8W977dSh2sWCCDW3McCJj5fHDqGW9d8LMf7DzFwCN5C3dcPQyvx0VlpKl72j1ts8W5dG6qV4Qr0BVW1WT6511vqJM0W89Kdv549vcGtMj1VZzfvYHkf1cvHzx04 ) and get your first extraction pipeline in production today. P.S. We released ExtractBench (https://d5LDVQ04.na2.hubspotlinks.com/Ctc/Z+113/d5LDVQ04/VWBJbm4YRRthW2DmH4n6y8JsDW6R-97G5V-fWQN3ypqGd3lcq-W8wLKSR6lZ3nTW42W04F3sh6LdW4pT3WF23jh72W7_XKpG57Fg5qW3CZdL-2v7kZPW68TFX54WksNLW76DjG656hlqlW56zFZB7pF3nWW8grBdY3NN-8SN7bZSXJbclflVP3dZS3DrJFPW5Bl_cN4pQKHNW1YRzb_4Wf9Y-W139Qxm2Q2lLTW5dLrMx5bLpsjVgZ_dy2tML-mW42HV9x5dWWn8W1xjvvz6vRgB7W3jW-sZ8WH8FHW8ps4b-2sLYDkW6bB3MS8FVjfTW5ScWRH38K6kJW5klk6Z5272zCW2GD_Xc633BhHW5bv_py4QycNhW2MG2Ff2M-FYRW1VLFK-3rtlm9W4Z6X7s3b8X7_W80CkWf8NRs0fd_1Q3P04 ) , the most comprehensive benchmark for data extraction from complex documents. The eval code, dataset, methodology, and leaderboard results, are all open source and fully reproducible. 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=W2nWGVW47zk9MW1SlxXD3W4VYdW1V72w32xZ9dqW2x_8dj49HNfmW2Cwr9Q3ZtvvGW1BpZVf3bv7RxW1LxLk41Qkw59W4rp8ht1VrMFqW2TGYPH4my_FjW4tDYHx23l4_5W4pGy0c45n7xBW3gw5971Sj0kcW3bzlNS4hcD9pW3yNYQf251GkhW47njhy3SNBLHW38rZ6Z3z1k7tW30GXq21LGMwfW2MCsdR2YN02JW3XNXyF2YDwfrW1BpzKS43CmbVW4kM8-22WJqzVW3M8Ds02HstLYW3NMN9k2zPy68W2p0VPL1QbqZzW3d9nr7349QbTW218mX44r7Wr6W3R1W2Y2CZYRfW3zjKPx34nc3tW3VHpwy3Ch8C0W43Vsl249rsq9W32zMSF2sPNL4W4rwqQP3dtDWSW4pxwXm2MB8PlW3dt_Xl3_tMV8W21kxKm4kG-0xW4tFhWT4cv6jnW236Wgq2vJDvwW4tly174ft4P-W4fyjK94mJ0sFW2PW3zc3F8lLCW4mtP8Y45BT2_W211hSb4tfywdW2Kn9BG2WnjGlW49sJHk3_s-jsW2vZND_3QMZl0W2TjRg034mmBNW4mjDXj2zXbycW36dXky2PVCbkW1Z7SN341XH09W2PBqcx47LvzJW3dfYv_1VdwjtW4pxtJV3__Ft_W4kDTvX2vMwGGW2nYfMv3QZQlkW30z56W2nSFHYW3ZwH1q4tjqn3W4cPtG12KV9QQW4ht07Q21myM7W4rCWv33Cg09gW4mHcQ93Kd4rSW3hZMZz1ZtSCgW3LSVKb34FJLkW2FJZQC49skRJW34GY_k1LjCvr0&_hsenc=p2ANqtz-_h8KO5_Suc6x4nQOQLQB1o6xaXx-ScTF2vMkfP9BKw0yopijm0X5mOIUzQDMk-wR2a-HtXvawej1_RtlE11P6CXAeZsHCtAknZpOmnVLJHmQFbbp7sXDtQB58uhlntkqMPd6UI&_hsmi=368778164 ) Manage preferences (https://hs-48755185.s.hubspotemail-na2.net/hs/preferences-center/en/page?data=W2nWGVW47zk9MW1SlxXD3W4VYdW1V72w32xZ9dqW2x_8dj49HNfmW2Cwr9Q3ZtvvGW1BpZVf3bv7RxW1LxLk41Qkw59W4rp8ht1VrMFqW2TGYPH4my_FjW4tDYHx23l4_5W4pGy0c45n7xBW3gw5971Sj0kcW3bzlNS4hcD9pW3yNYQf251GkhW47njhy3SNBLHW38rZ6Z3z1k7tW30GXq21LGMwfW2MCsdR2YN02JW3XNXyF2YDwfrW1BpzKS43CmbVW4kM8-22WJqzVW3M8Ds02HstLYW3NMN9k2zPy68W2p0VPL1QbqZzW3d9nr7349QbTW218mX44r7Wr6W3R1W2Y2CZYRfW3zjKPx34nc3tW3VHpwy3Ch8C0W43Vsl249rsq9W32zMSF2sPNL4W4rwqQP3dtDWSW4pxwXm2MB8PlW3dt_Xl3_tMV8W21kxKm4kG-0xW4tFhWT4cv6jnW236Wgq2vJDvwW4tly174ft4P-W4fyjK94mJ0sFW2PW3zc3F8lLCW4mtP8Y45BT2_W211hSb4tfywdW2Kn9BG2WnjGlW49sJHk3_s-jsW2vZND_3QMZl0W2TjRg034mmBNW4mjDXj2zXbycW36dXky2PVCbkW1Z7SN341XH09W2PBqcx47LvzJW3dfYv_1VdwjtW4pxtJV3__Ft_W4kDTvX2vMwGGW2nYfMv3QZQlkW30z56W2nSFHYW3ZwH1q4tjqn3W4cPtG12KV9QQW4ht07Q21myM7W4rCWv33Cg09gW4mHcQ93Kd4rSW3hZMZz1ZtSCgW3LSVKb34FJLkW2FJZQC49skRJW34GY_k1LjCvr0&_hsenc=p2ANqtz-_h8KO5_Suc6x4nQOQLQB1o6xaXx-ScTF2vMkfP9BKw0yopijm0X5mOIUzQDMk-wR2a-HtXvawej1_RtlE11P6CXAeZsHCtAknZpOmnVLJHmQFbbp7sXDtQB58uhlntkqMPd6UI&_hsmi=368778164 )
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- nse/llamaindex/2026-10-10/3783
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- 10 October 2026 · 18:00 UTC








