@llama_index
One of the hardest problems with document parsing is trust. How do you know the output actually corresponds to what's in the source? LlamaParse has visual grounding with bounding box citations for outputs, and it addresses exactly this. Two ways to use it: 1️⃣ In the UI: hover over any element in the markdown output and it highlights the exact region it came from in the original document. Great for spot-checking complex tables, multi-column layouts, or figures where parsing can be tricky. 2️⃣ In the JSON output: every parsed element carries bounding box coordinates, i.e. the precise location of that element within the source file. That means you can build applications that don't just surface an answer, but can point back to exactly where in a document it came from. For due diligence, where auditability matters, this is a step up from "trust the output." You can verify it, cite it, and build on it. Sign up to LlamaParse to get started: https://t.co/yPVJzqoKal