Our AI ingests, extracts, and processes your documents faster than you can read
By Johnkalfayan · November 6, 2026 · Curated by George's Blog
Our AI ingests, extracts, and processes your documents faster than you can read them.
1,226 pages of well summary reports. Ingested, extracted, and processed in about 9 hours. That’s 292 reports covering 104 wells from 46 operators, all sent to one non-op mineral fund.
Each operator has its own format. Reports arrive nearly every day, covering drilling, completions, flowback, production, workovers and P&A.
For the engineering team, preparing a twice-monthly status report meant about a week of reading per cycle. Across four reporting cycles, their estimated manual workload was 160 engineering hours.
Our AI processed that report set in about 9 hours of unattended machine time.
Approximately 94% less time than the estimated manual baseline, before final engineer review. Here’s how that compares with simply reading the documents carefully.
Using an estimated 3–5 minutes per page for detailed technical reading:
• Careful reading: 0.2–0.33 pages per minute, or 61–102 hours.
• Our AI: approximately 2.3 pages per minute, or 9 hours.
Roughly 7–11x the estimated pace of a careful technical read.
LET ME SAY THAT AGAIN. Our agents have ingested, read, extracted, and stored your data faster than you can read through the document itself.
During that processing, the workflow also:
• Matches reports to the correct well using API numbers.
• Extracts key dates, well status, NPT, costs vs. AFE, well tests and production.
• Captures frac details down to the stage level: proppant, fluid, rates and pressures.
• Links every extracted figure back to its source within the doc/page.
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