ChatGPT
Extensive practical use across research, technical problem solving, structured prompting, documentation and AI-assisted workflows.
98%ChatGPT — self-assessed working confidence 98 percent — Very confident.
Expertise / Working confidence
A capability system with context.
These domains describe current practical familiarity across cybersecurity, GRC, privacy, OSINT, AI-assisted work, automation and technical tooling. The values are self-assessed working confidence, not certification scores.
Confidence values are self-assessed working confidence based on practical use, projects and current familiarity; they are not certification or examination scores.
Artificial Intelligence & Prompt Engineering
Practical confidence built through research, technical problem solving, structured prompting, documentation and AI-assisted workflows.
Very confident
Codex
80%Codex — self-assessed working confidence 80 percent — Confident.
Claude
65%Claude — self-assessed working confidence 65 percent — Comfortable.
Gemini
75%Gemini — self-assessed working confidence 75 percent — Confident.
GitHub Copilot
80%GitHub Copilot — self-assessed working confidence 80 percent — Confident.
Prompt Engineering
90%Prompt Engineering — self-assessed working confidence 90 percent — Very confident.
AI-assisted Development
Practical use of AI coding assistants to plan, implement, debug and refine software and technical workflows.
90%AI-assisted Development — self-assessed working confidence 90 percent — Very confident.
Artificial Intelligence & Prompt Engineering
Practical confidence built through research, technical problem solving, structured prompting, documentation and AI-assisted workflows.
ChatGPT
Extensive practical use across research, technical problem solving, structured prompting, documentation and AI-assisted workflows.
98%ChatGPT — self-assessed working confidence 98 percent — Very confident.
Codex
80%Codex — self-assessed working confidence 80 percent — Confident.
Claude
65%Claude — self-assessed working confidence 65 percent — Comfortable.
Gemini
75%Gemini — self-assessed working confidence 75 percent — Confident.
GitHub Copilot
80%GitHub Copilot — self-assessed working confidence 80 percent — Confident.
Prompt Engineering
90%Prompt Engineering — self-assessed working confidence 90 percent — Very confident.
AI-assisted Development
Practical use of AI coding assistants to plan, implement, debug and refine software and technical workflows.
90%AI-assisted Development — self-assessed working confidence 90 percent — Very confident.