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Tool Gate · How it works

How the gate works

How the AI Fluency Diagnostic gate works

This tool grades selected AI working practices across six skills, from the marks supplied. Each signal is scored 0–5; the verdict is the weakest one — then a gate that can only make it worse.

The 6 signals

01Foundational Understanding
02Verification & Source-Checking · essential
03Prompting & Iteration
04Workflow Integration
05Safety, Privacy & Data Handling · essential
06Role-Specific Application
FLUENCY PRACTICES SHOWN AS DESCRIBED
weakest skill 4 of 5 or better, both essentials clear
CAPABLE
weakest skill 2-3 of 5, no essential gate
AWARE
weakest skill under 2, or an essential skill under 3 of 5
Essential gate · worsen-only

Verification or Safety scored under 3 of 5 forces the tier to AWARE regardless of how strong every other skill is. A verification practice or required data-handling safeguard is not shown.

CAPABLE

Why: Five of six skills are strong — foundational, workflow and safety are maxed, verification and role-specific sit at 4 of 5. But the headline is the weakest skill, not the average: Prompting & Iteration is marked 2 of 5, so the tier is CAPABLE. The mean of 83 would sit in the top band; the lowest skill sets the result. Both essential skills clear the gate, so nothing is forced lower. weakest signal 2/5 · mean 83 of 100, but the lowest skill sets the result.

Fix firstPrompting & Iteration is the weakest skill at 2 of 5 — it sets the whole tier. Start there: give the tool role, context and output format on every task, and iterate instead of accepting the first draft. The Anti-Slop Content System is the training the diagnostic routes you to.

A clean sheet didn’t save it. The verdict is the weakest signal — and a top trigger is dispositive on its own — so where a signal is short, the fix first row names it. For development, not employment decisions. This kit is for individual development and training planning. It measures and places — it does not certify, rank people against each other, or make employment decisions, and it is not a hiring, promotion, performance-review, discipline, or termination tool. Not legal advice.