An MVP with sensitive-information detection, highlighting and manual review.
Detection and review belong together. A similar workflow would need to specify which information is in scope, who reviews uncertain detections and how the final output is accepted.
The source is Cybergizer’s published portfolio. This page expands the engineering context without adding a delivery timeline, testimonial or numerical outcome that has not been established.
Source: Cybergizer’s published portfolio, reviewed 22 October 2026.Define the information to detect, the reviewer and the accepted output. Explore how a bounded implementation could fit your existing systems. Confirm the relevant experience and scope before agreeing an engagement.
Explore AI systems and product development ↗
Discuss a document review workflow ↗Agree which personal fields and document formats are in scope, who reviews uncertain detections and which information must remain useful to the receiving team. Preserve the original separately from the reviewed output under appropriate access rules.
Test missed detections, incorrect removals, layout changes and manual corrections on authorized examples. Review the accepted document rather than only a detection score. The first scope should include the review interface, export behavior and handling of unsupported files.
Bring a sample of the current work, the people who perform it and the outcome you want to improve. We can use these to discuss feasibility, the relevant experience, dependencies and the smallest useful implementation. Scope, staffing, schedule and price are agreed for the new engagement.