Cost Calculator

How much does pdf summarization cost?

Compare 14 AI models for pdf summarization. Prices shown at 10K calls/month with default token counts.

Summarization tasks compress long documents into concise overviews for faster reading. These tasks are input-heavy because the full source text must be included. Output stays relatively short compared to the original source document length.

What drives pdf summarization cost

PDFs are the worst case for input cost: extracted text carries page furniture, headers, and footnotes that inflate token counts well past what the content warrants. Cleaning the extraction before sending it often cuts more cost than changing models. Long PDFs also routinely cross long-context pricing thresholds, so chunking is both a quality and a cost decision.

Recommendations

Top picks for pdf summarization

Best quality

Claude Sonnet 5

91/100 confidence

Best value

GPT 5.6 Luna

84/100 confidence · $16/mo

Frequently asked questions

How much does pdf summarization cost per API call?

PDFs are the worst case for input cost: extracted text carries page furniture, headers, and footnotes that inflate token counts well past what the content warrants. Cleaning the extraction before sending it often cuts more cost than changing models. Long PDFs also routinely cross long-context pricing thresholds, so chunking is both a quality and a cost decision. Across the 14 models we track, a typical call uses about 15,000 input and 1,500 output tokens.

What is the cheapest model for pdf summarization?

GPT 5.6 Luna from GPT is the lowest-cost model we track for pdf summarization, at roughly $16.00 for 10,000 calls per month. It scores 84 out of 100 on this task type.

Which model is best for pdf summarization?

Claude Sonnet 5 from Claude ranks highest for pdf summarization, scoring 91 out of 100. Confidence scores are a third-party benchmark snapshot from week 29 of 2026. This snapshot is 8 weeks old, so treat the scores as directional and validate against your own evals.

See your real pdf summarization costs

These are estimates based on published rates. Track your real spend with the free dashboard.