Historical case summary / 03
Video to Report
Construction site video · Document drafting · Human review
Historical work led by Hugo Sequier before State Method · Client: BTP Consultants

Case overview
Problem and system
- Problem
- Site teams took notes during visits and drafted compliance reports later from scratch.
- System
- The system accepted video uploads, segmented them, used vision-language analysis, extracted key moments and screenshots, and prepared a structured report draft for office review. Hugo built and operated it as a solo engineer.
Evidence / linked source
Source-reported result
The canonical source reports more than 300 hours of video analyzed and approximately three hours saved on report drafting per project.
Detailed baselines and calculation methods are not public. This result belongs only to the historical project context.
Canonical Video to Report case study ↗State Method relevance
Boundary, authority and review.
- System boundary
- The described workflow starts with uploaded video and ends with a structured report draft and extracted evidence. It does not extend the system’s authority to final review or approval.
- Human / control relevance
- A model interprets unstructured video and the software structures supporting evidence. A person reviews the draft in the office before it can serve as a report.
Do not generalize
Context limits
- 01These results belong to the named historical project context.
- 02Detailed baselines and calculation methods are not public.
- 03The client did not contract with State Method, and this page does not imply endorsement of State Method.
- 04The result does not establish unsupervised reporting or transfer to a different reporting workflow.