01
Media
Video loads, plays, pauses, and resumes.
PUF Learning • Controlled pilot
AI & Workforce Readiness Pilot
Learn, apply, measure, and improve before broader activation.
Use the production classroom and approved media. The pilot measures practical learning, confidence, usability, accessibility, and implementation quality without collecting unnecessary personal data.
Privacy-minimal pilot: Do not submit resumes, private prompts or notes, protected records, sensitive personal information, or information about another participant. Feedback is for program improvement and does not affect access.
Measure
Capture useful evidence, not surveillance.
Before/after confidence, responsible-AI understanding, completion, practical artifact creation, accessibility, and qualitative feedback inform the pilot closeout. Public reach is not counted as learner completion.
01Baseline
Record a simple 1–5 confidence rating before the learning experience.
02Learn + apply
Use the media, practice, knowledge checks, and human-review checkpoints.
03Outcome
Record post confidence, responsible-AI understanding, and whether you produced or improved a useful artifact.
04Improve
Submit usability, accessibility, strengths, defects, and the highest-priority improvement.
End-to-end QA
Ten checks determine implementation quality.
02
Narration
Studio narration is clear.
03
Captions
Captions are available and readable.
04
Navigation
Modules 1–10 and direct links work.
05
Practice
Working notes function as expected.
06
Knowledge checks
Immediate feedback is clear and accurate.
07
Progress
Completion persists after refresh/return.
08
Mobile
Phone experience has no clipped or hidden controls.
09
Accessibility
Keyboard, labels, captions, contrast, and transcript are usable.
10
Trust
Synthetic-media disclosure, privacy guidance, responsible-AI prompts, and human review are clear.
Module sweep
Verify the complete 10-module experience.
Direct links preserve the same media, practice, knowledge-check, privacy, and human-review experience.
1. AI Basics for Job Seekers2. Resume Strategy — Skills First3. Responsible AI-Assisted Resume Drafting4. Cover Letters That Sound Like You5. Build a Job Search System6. Interview Story Bank + Practice7. Negotiation + Professional Messaging8. Workplace Writing9. Productivity Systems That Stick10. Job-Ready Portfolio Pack
✓
Exit criteria
Critical blockers must be cleared before scale.
Media, navigation, learning checks, privacy and accessibility paths must work. Scale remains a governed decision after evidence review—not an automatic result of completing a pilot.
Close the loop
Submit feedback while the experience is fresh.
The structured response captures outcome and implementation evidence for aggregate closeout. Names are not required in the feedback template.
Governance boundary: This evaluates PUF's nonprofit AI & Workforce Readiness program. It creates no new LMS/CRM, transfers no GLS IP, and alters no 4LIU ownership. Pilot evidence supports Measure → Learn → Revise → Approve → Scale.