Applied AI Capability Evidence Passport for Non-Technical Graduates

Students leave with generic AI claims but limited verifiable work, universities struggle to evidence employability outcomes, employers repeat screening and practical tests, and free badge proliferation makes it harder to distinguish responsible capability from tool familiarity.

Universities, micro-credential providers, bootcamps and local skills programmes are the economic buyers. Learners create evidence, tutors and project clients verify it, careers teams use cohort analytics, and employers consume a concise profile without paying the learner.

The evidence establishes rapid provider activity, learner concern and a need to demonstrate applied capability. It does not establish employer recognition, credential portability or a paying market for this exact passport.

Run a 100-learner paid cohort with an existing live-project programme. Randomise employer reviewers to see a certificate and CV alone or the evidence passport, then measure shortlist rate, rating consistency, review time and trust. Reassess a sample after 90 days and measure assessor hours, learner completion and profile-sharing activity.

Defensibility could come from a structured evidence graph, calibrated human rubrics, signed client or mentor attestations, mappings to Skills England's benchmark, retention data, portable consented profiles and integrations with existing project providers. A generic portfolio page or unverified badge would be easy to copy.

Give learners credible evidence of applied, responsible AI capability; help employers assess it faster; and give providers auditable cohort outcomes beyond self-reported confidence or completion.

Proxy based — medium confidence.

test £10,000-£25,000 for a 100-student cohort (£100-£250 per assessed learner), including rubric setup, assessor calibration, profile hosting, one reassessment and an outcomes report. This is a provisional UK pilot hypothesis; measure assessment labour before setting a platform licence.

Evidence basis: Practera experiential-learning pilot pricing (Linked pricing/rate page; no exact comparable price was extracted for this review) is the closest verified adjacent anchor used here. Its buyer, duration and scope are not assumed to be identical; implementation is separated where the opportunity requires integration, assurance or managed delivery.

Ask one employer, training provider, combined authority or programme sponsor to fund a paid test of Applied AI Capability Evidence Passport for Non-Technical Graduates lasting 8–12 weeks, using an opening price of £10,000-£25,000 and covering one employer/programme and a cohort of 20–30 participants, roles or vacancies. Paid scope: A portable, verified evidence passport generated from real or realistic AI-enabled projects. Charge by participant, employer, sponsored cohort or regional licence and compare the fee with recruiter, adviser and programme-administration time plus existing training/placement spend. Measure completion, qualified matches, placement, time to readiness, six-month retention and adviser hours. Continue only if at least 70% complete the workflow, a material placement/retention outcome is achieved and the sponsor funds the next cohort. Stop or reprice if completion is below 50%, no hiring/retention outcome is attributable or the sponsor declines a repeat cohort.

Raise it if blinded employer testing changes shortlist decisions, assessment reliability is acceptable and two providers pay or one renews. Lower it if employers ignore the passport, evidence cannot be standardised across disciplines, moderation costs exceed the cohort fee or incumbents provide equivalent verified profiles inside existing contracts.