AI Foundations & Limits
Strong working mental model. You can predict where models fail and why.
Every assessment generates a personal report with a score, band, pillar-by-pillar breakdown, and ranked next steps. Here’s an annotated example, with what each section means and how to read it.
What each section is, why it’s there, and what to look at first. The sample below is an annotated example, not a real student’s report.
This is the part of the report to spend real time on. Use it to decide what to work on next, not just to feel good about where you already are.
Strong working mental model. You can predict where models fail and why.
Close to Proficient. Prompts give usable output on familiar work but get less reliable on new kinds of tasks.
Your lowest score and your first priority. Verification slips on long outputs, so catch fabricated citations earlier.
Your strongest pillar. Disclosure norms and accountability are second nature.
Strong workflow application, research synthesis and first drafts are reliable.
A solid baseline. You know what’s safe to paste, but the habit isn’t automatic yet.
Healthy habit of evaluating new tools against existing workflows rather than chasing every release.
Each pillar is scored independently on the same 4-band ladder, so you can see exactly where you’re strong and where to start.
Limited working knowledge. Uses AI to generate output but treats responses as answers. Does not yet recognize ambiguity, hidden assumptions, or downstream risk.
Foundational fluency. Structures prompts and verifies some outputs, but reliability breaks down in unfamiliar or high-stakes work. Still misses fabricated citations and shallow reasoning under pressure.
Workplace-ready. Decomposes real tasks reliably, verifies systematically, and calibrates trust appropriately. This is the bar GAIL sets for entry-level work.
Expert practice. Sets the standard for peers, anticipates failure modes, and adopts new tools and capabilities quickly. Coaches verification practice across a team.
Every report exports as a clean, printable PDF, readable in 60 seconds, designed to live on the last page of a résumé or in a career-coach email thread.
Free, no account required. The report shown here is an illustrative sample. The student and the scores aren’t real.
Free, no card needed, no email required to see results. Take the assessment and get a real version of everything above.