DeepRead vs Extend
DeepRead and Extend on the same 2,614 pages: DeepRead deep-extract averaged 92.0% accuracy at $35 per 1,000 pages, Extend Operator 89.9% at $88.
Accuracy and price
Both ran the same 2,614 pages: DocILE (500 business documents), Charity (40 UK charity annual reports), LongExtract (20 long PDFs with big tables).
| System | DocILE (500) | Charity (40) | LongExtract (20) | Average | $ / 1k pages | Run cost |
|---|---|---|---|---|---|---|
| DeepRead deep-extract | 85.8% ▲ | 92.4% ▲ | 97.8% | 92.0% ▲ | $35 | $91 |
| DeepRead extract | 83.5% | 92.0% | 97.7% | 91.1% | $15 ▲ | $39 ▲ |
| Extend Operator | 77.8% | 92.4% ▲ | 99.6% ▲ | 89.9% | $88 | $230 |
| Extend Performance | 71.4% | 90.4% | 77.5% | 79.8% | $63 | $165 |
Best in each column highlighted. Average is the unweighted mean of the three benchmarks. Prices are per 1,000 pages: DeepRead’s list price, and what Extend charged us for this run. Extend Performance completed 19/20 LongExtract docs.
Speed
Median time per document, from submit to result, with several documents processing at once.
| System | 1–2 page business documents | 30-page annual reports | 40-page PDFs of big tables |
|---|---|---|---|
| DeepRead Extract | 13 s | 15 s | 6 min 32 s |
| DeepRead Deep Extract | 1 min 26 s | 2 min 14 s | 6 min 19 s |
| DeepRead Deep Extract Fast | 38 s | 1 min | 3 min 55 s |
| Extend Performance | 26 s | 28 s | 2 min 47 s |
| Extend Operator | 56 s | 39 s | 1 min 52 s |
DeepRead timed in November 2026; Extend in the October 2026 accuracy run, by the same harness.
Where DeepRead is ahead
- Average accuracy: DeepRead deep-extract 92.0%, Extend Operator 89.9%.
- DocILE (500 business documents): DeepRead deep-extract scored 85.8%, 8.0 points above Extend Operator.
- Price: DeepRead extract is $15 per 1,000 pages, Extend Performance $63 (4.2× more).
- Speed on 1–2 page business documents: DeepRead Extract took 13 s per document, Extend Performance 26 s.
- Speed on 30-page annual reports: DeepRead Extract took 15 s per document, Extend Performance 28 s.
Where Extend is ahead
- LongExtract (20 long PDFs with big tables): Extend Operator scored 99.6%, 1.8 points above DeepRead deep-extract.
- Speed on 40-page PDFs of big tables: Extend Operator took 1 min 52 s per document, DeepRead Deep Extract Fast 3 min 55 s.
Benchmarks run October 2026. How every system was run and scored is on the benchmarks page.
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