# metamodel.systems

> An open, versioned model of AI capability for every role. It defines five AI literacy domains, five fluency tiers (F0 to F4), five scope levels (S1 to S5), three tracks and 37 roles, each with a target tier, scope band, expected domain levels and an observed AI usage band. It powers a free AI Fluency Score. Maintained by Skill Pilot Advisory Sdn Bhd. Licence: CC BY-NC 4.0, commercial use by licence.

Key facts:
- Fluency (how well someone uses AI) and scope (how far their AI decisions reach) are separate axes and are never merged into one number.
- Roles are authored by metamodel.systems, informed by public literacy frameworks, occupation classifications, role standards and usage research. See the Terms for attribution.
- The AI Fluency Score is a self-check, not a certification. Answers stay in the user's browser.
- Observed usage figures come from the Anthropic Economic Index (period 2026-05, CC BY 4.0) and describe use of one AI assistant, not jobs.

## Model
- [Full model in plain text](https://www.metamodel.systems/llms-full.txt): every domain, tier, scope level and role
- [model.json](https://www.metamodel.systems/data/model.json): machine-readable model, version 0.3.0

## Pages
- [Home](https://www.metamodel.systems/): overview, role index, fluency by scope matrix, usage across APAC, score demo, FAQ
- [All roles](https://www.metamodel.systems/roles/): 37 roles in three tracks
- [AI fluency for marketers](https://www.metamodel.systems/roles/marketer.html): target F3 Integrator, scope S1–S4
- [AI fluency for writer and content creators](https://www.metamodel.systems/roles/writer-and-content-creator.html): target F3 Integrator, scope S1–S3
- [AI fluency for sales professionals](https://www.metamodel.systems/roles/sales-professional.html): target F2 Practitioner, scope S1–S3
- [AI fluency for customer service agents](https://www.metamodel.systems/roles/customer-service-agent.html): target F2 Practitioner, scope S1–S2
- [AI fluency for office administrators](https://www.metamodel.systems/roles/office-administrator.html): target F2 Practitioner, scope S1–S3
- [AI fluency for accountants](https://www.metamodel.systems/roles/accountant.html): target F2 Practitioner, scope S1–S4
- [AI fluency for HR professionals](https://www.metamodel.systems/roles/hr-professional.html): target F2 Practitioner, scope S1–S4
- [AI fluency for teachers](https://www.metamodel.systems/roles/teacher.html): target F3 Integrator, scope S1–S3
- [AI fluency for nurses](https://www.metamodel.systems/roles/nurse.html): target F2 Practitioner, scope S1–S3
- [AI fluency for doctors](https://www.metamodel.systems/roles/doctor.html): target F2 Practitioner, scope S2–S4
- [AI fluency for lawyers](https://www.metamodel.systems/roles/lawyer.html): target F2 Practitioner, scope S2–S4
- [AI fluency for researchers](https://www.metamodel.systems/roles/researcher.html): target F3 Integrator, scope S1–S4
- [AI fluency for designers](https://www.metamodel.systems/roles/designer.html): target F3 Integrator, scope S1–S3
- [AI fluency for engineers](https://www.metamodel.systems/roles/engineer.html): target F2 Practitioner, scope S1–S4
- [AI fluency for small business owners](https://www.metamodel.systems/roles/small-business-owner.html): target F3 Integrator, scope S3–S5
- [AI fluency for hospitality workers](https://www.metamodel.systems/roles/hospitality-worker.html): target F1 Explorer, scope S1–S2
- [AI fluency for logistics workers](https://www.metamodel.systems/roles/logistics-worker.html): target F1 Explorer, scope S1–S2
- [AI fluency for team managers](https://www.metamodel.systems/roles/team-manager.html): target F3 Integrator, scope S3–S4
- [AI fluency for operations managers](https://www.metamodel.systems/roles/operations-manager.html): target F3 Integrator, scope S3–S4
- [AI fluency for AI transformation leads](https://www.metamodel.systems/roles/ai-transformation-lead.html): target F4 Driver, scope S4–S5
- [AI fluency for chief AI officers](https://www.metamodel.systems/roles/chief-ai-officer.html): target F4 Driver, scope S5
- [AI fluency for AI product managers](https://www.metamodel.systems/roles/ai-product-manager.html): target F4 Driver, scope S2–S4
- [AI fluency for AI programme managers](https://www.metamodel.systems/roles/ai-programme-manager.html): target F3 Integrator, scope S3–S4
- [AI fluency for AI governance and risk leads](https://www.metamodel.systems/roles/ai-governance-and-risk-lead.html): target F3 Integrator, scope S3–S5
- [AI fluency for learning and capability leads](https://www.metamodel.systems/roles/learning-and-capability-lead.html): target F4 Driver, scope S3–S5
- [AI fluency for AI advisors](https://www.metamodel.systems/roles/ai-advisor.html): target F4 Driver, scope S3–S5
- [AI fluency for software developer and engineers](https://www.metamodel.systems/roles/software-developer.html): target F4 Driver, scope S1–S4
- [AI fluency for AI engineers](https://www.metamodel.systems/roles/ai-engineer.html): target F4 Driver, scope S1–S5
- [AI fluency for data scientists](https://www.metamodel.systems/roles/data-scientist.html): target F4 Driver, scope S2–S5
- [AI fluency for data analysts](https://www.metamodel.systems/roles/data-analyst.html): target F3 Integrator, scope S1–S4
- [AI fluency for data engineers](https://www.metamodel.systems/roles/data-engineer.html): target F3 Integrator, scope S1–S4
- [AI fluency for MLOps and platform engineers](https://www.metamodel.systems/roles/mlops-and-platform-engineer.html): target F3 Integrator, scope S2–S4
- [AI fluency for AI architects](https://www.metamodel.systems/roles/ai-architect.html): target F4 Driver, scope S3–S5
- [AI fluency for AI quality and evaluation specialists](https://www.metamodel.systems/roles/ai-quality-and-evaluation-specialist.html): target F4 Driver, scope S1–S4
- [AI fluency for AI security specialists](https://www.metamodel.systems/roles/ai-security-specialist.html): target F3 Integrator, scope S2–S5
- [AI fluency for AI product designers](https://www.metamodel.systems/roles/ai-product-designer.html): target F3 Integrator, scope S1–S4
- [AI fluency for AI data trainers](https://www.metamodel.systems/roles/ai-data-trainer.html): target F3 Integrator, scope S1–S2

- [Terms of Use](https://www.metamodel.systems/terms.html): licence, sources and attribution, limits of the score
- [Privacy and Cookie Policy](https://www.metamodel.systems/privacy.html)

## Optional
- [Anthropic Economic Index](https://www.anthropic.com/economic-index): source of observed usage figures