A boutique pen-testing firm delivered sharp findings wrapped in reports that took days to write. We automated report assembly — severity scoring, AI-drafted executive summaries, remediation guidance — so a finished, branded report now ships the same week, five times faster.
Typical results
2 days
Test end to report
100%
Retests auto-scheduled
15 hrs
Saved per engagement
Figures reflect typical results for this kind of automation.
The challenge
The testing was the easy part. After each engagement, senior testers spent up to 18 hours copying findings into Word, formatting severity tables and writing executive summaries — pushing report delivery to ten days after testing ended. Clients waited, invoices waited with them, and 90-day retests were booked only when someone remembered, which was less than half the time.
Before and after
Test end to delivered report
−80%Writing hours per report
−83%90-day retests booked
2.5×The automation
We gave testers a structured findings template to fill during the engagement — evidence, affected assets, severity. From there, automation assembles the branded report: consistent severity scoring, finding write-ups and remediation guidance in the firm's format, plus an executive summary drafted by OpenAI in plain business language. The lead tester reviews a near-final document, and delivery automatically schedules the client debrief and the 90-day retest.
How it works
- 01
Findings logged once
Testers record each finding in a structured template during the engagement — evidence, affected assets, severity.
- 02
Report assembles itself
Automation builds the branded report: consistent severity scoring, finding write-ups and remediation guidance in the firm's format.
- 03
AI drafts the executive summary
OpenAI writes the executive summary and risk narrative from the findings, in language a board can read.
- 04
Lead tester reviews
The lead reviews and signs off on a near-final document instead of writing one from scratch.
- 05
Debrief and retest booked
Delivery automatically triggers the client debrief invite and schedules the 90-day retest.
Starts from
- Structured findings log
- Severity & CVSS data
Delivers
- Branded client report
- Debrief & 90-day retest booked
- Secure delivery to client
The impact
Reports now reach clients two days after testing ends instead of ten — five times faster — and writing time per report fell from 18 hours to about three. Every engagement gets its 90-day retest booked automatically, up from 40%, turning follow-up work into recurring revenue.
Questions about this automation
How do the findings get into the report?
Testers log each finding in a structured template during the engagement: evidence, affected assets, CVSS score and severity. The automation reads that log and builds the report in the firm's own format, with consistent severity tables, finding write-ups and remediation guidance, so nothing is copied into a document by hand after testing ends.
Does the AI write the whole report?
No. The AI drafts only the executive summary and the risk narrative, written for non-technical readers and based strictly on the logged findings. The technical sections come from the testers' own entries. The lead tester reviews and signs off on the full document before anything is delivered, and can edit any section.
What happens after the report is delivered?
Delivery triggers the next steps automatically: a debrief invite goes to the client contact and the 90-day retest is placed on the calendar. The report itself is sent through a secure channel. Simple automations like this are usually live within days, once the findings template matches the firm's report format.