What it is: A platform where AI collaboration is mandatory, visible, and graded in every assessment and learning activity. Instead of banning or detecting AI use, AlwaysAI measures how well students collaborate with AI — and that measurement drives learning.
2
Scoring Dimensions
6
AI Skill Metrics
5
AI Roles Tracked
8
LLM Providers
9
Languages
The O×A Scoring Framework
Final Score = Outcome + AI Collaboration + Interaction
Every assessment produces a dual score. Weights are configurable per course philosophy:
| Philosophy | Outcome | AI Use | Interaction |
|---|---|---|---|
| Professional Readiness | 50% | 30% | 20% |
| Formative / Learning | 30% | 50% | 20% |
| High-Stakes Certification | 60% | 20% | 20% |
| AI Proficiency Course | 20% | 60% | 20% |
The Problem It Solves
Three approaches that don't work
Ban AI entirely→Disconnected from reality
Ignore AI usage→Uncritical AI acceptance
Detect AI as cheating→Treats AI as threat, not tool
AlwaysAI's insight
If you want students to use AI correctly, assess their AI usage directly. Students learn what they are assessed on (Constructive Alignment).
Six AI Collaboration Dimensions Measured
🎯
Prompt Precision
20% — Clarity & specificity
🔄
Iteration Depth
20% — Systematic refinement
🧐
Critical Evaluation
20% — Skepticism & verification
🧩
Integration
20% — AI + domain knowledge
🧠
Metacognition
10% — When & why to use AI
⚡
Efficiency
10% — Strategic AI use
Two Modes of Operation
📋 Structured Assessment
Single-session evaluation. Measures outcome quality + AI collaboration at a point in time. For exams, assignments, and projects.
📖 Learning Activities
Multi-session journeys spanning days or weeks. Tracks process and AI collaboration growth. Supports Problem-Based, Project-Based, and Case-Based learning.
Who It's For
- Students — Develop essential AI collaboration skills for modern careers with transparent criteria
- Educators — Move beyond ban/ignore/detect; measure AI collaboration quality with configurable weights
- Institutions — Graduate AI-ready professionals; gain data-driven insights into student AI literacy
Interaction Channels
All channels are tracked and scored equally. AI interactions are classified into 5 roles: Executor, Retriever, Interlocutor, Critic, Generator.
At a Glance