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Answer chart-PDF questions with calculated evidence

Provide chart PDFs to Claude for visual interpretation and use a calculator tool to verify key numbers before answering.

Goal

Answer a question about a complex chart with units, page reference, and uncertainty notes.

Steps

  1. Export or select a chart PDF containing only authorized information and check current PDF page limits. [src10-anthropic-answer-chart-questions-with-calculated-evidence]
  2. Submit the question as a Messages API document block; request axes, series, and legend before trends or values. [src10-anthropic-answer-chart-questions-with-calculated-evidence]
  3. Use a calculator tool for growth rates, sums, or differences; cite page and units and state visual-reading uncertainty. [src10-anthropic-answer-chart-questions-with-calculated-evidence]

How to verify

Check values against axes/legend and source PDF page, and independently recompute the model’s arithmetic.

Troubleshooting

For dense charts, crop a single chart or request point-by-point description; if arithmetic differs, preserve readings and recompute rather than accept a fluent mismatch.

Permissions

Prerequisites

Permissions

Limitations

Visual readings can still be wrong; charts do not replace source data, and PDF support varies by model and beta status.

Pinned upstream source

https://github.com/anthropics/anthropic-cookbook/blob/9c1e493ddd2b82df399d2a61b9c806c539e18be6/multimodal/reading_charts_graphs_powerpoints.ipynb

Repository
anthropics/anthropic-cookbook
File path
multimodal/reading_charts_graphs_powerpoints.ipynb
Pinned commit
9c1e493ddd2b82df399d2a61b9c806c539e18be6
Source checked
2026-10-14 · Reviewed against the pinned upstream source

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License: MIT

Main topic

Turn ecommerce campaign materials into a reviewable weekly brief

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