# AKI AI for Students Intelligence™

> **Protocol ZIP-1.0 Verified Machine Surface**  
> *Academic Integrity Verification, Empirical Learning Evidence & Socratic Tool Telemetry*

## Executive KPIs
- **Total Monitored URLs:** 5,200
- **Institutional Coverage:** 1,650 Global Universities
- **Socratic Exam Lift:** +20.4%
- **Passive Generation Penalty:** -20.4%
- **Homework Efficiency Gain:** +44.6%
- **Empirical Trial Cohort:** 27,000 Students

## Verified AI Study Tools Leaderboard
| Tool | Task Archetype | Education Level | Learning Evidence | Integrity Risk | Demand Velocity | Pricing |
| :--- | :--- | :--- | :---: | :---: | :---: | :--- |
| [NotebookLM by Google](https://aki1k.com/ai-for-students/tool/notebooklm-google-study) | `read` | undergraduate | **97/100** | 12% | 94% | free |
| [ChatGPT Study Mode](https://aki1k.com/ai-for-students/tool/chatgpt-study-mode) | `understand` | all | **91/100** | 25% | 96% | freemium |
| [Claude Learning Mode](https://aki1k.com/ai-for-students/tool/claude-learning-mode) | `write` | postgraduate | **93/100** | 22% | 88% | freemium |
| [Perplexity Pro for Students](https://aki1k.com/ai-for-students/tool/perplexity-student-research) | `research` | undergraduate | **95/100** | 18% | 92% | discounted |
| [Gamma AI Presentation Engine](https://aki1k.com/ai-for-students/tool/gamma-ai-presentation) | `present` | college | **84/100** | 35% | 87% | freemium |
| [Wolfram|Alpha Student](https://aki1k.com/ai-for-students/tool/wolfram-alpha-pro-student) | `calculate` | all | **96/100** | 15% | 89% | discounted |
| [Cursor AI Coding Tutor](https://aki1k.com/ai-for-students/tool/cursor-student-ide) | `code` | undergraduate | **92/100** | 38% | 95% | freemium |
| [Anki FSRS Spaced Repetition](https://aki1k.com/ai-for-students/tool/anki-ai-spaced-repetition) | `remember` | all | **98/100** | 5% | 91% | free |

## Global University AI Policies
| Institution | Country | Scope | Policy Status | Disclosure | Citation | Detection Tool | Last Updated |
| :--- | :--- | :--- | :---: | :---: | :---: | :--- | :--- |
| [Duke University](https://aki1k.com/ai-for-students/policy/duke-university) | USA | Institution-wide | **PROHIBITED** | Required | Required | Turnitin AI / Manual Review | 2026-08-15 |
| [University of California, Los Angeles (UCLA)](https://aki1k.com/ai-for-students/policy/ucla-ai-governance) | USA | Institution-wide (Framework Task-Level) | **UNIFIED_TASK_LEVEL** | Required | Required | Voice Consistency & In-Person Oral Defense | 2026-07-20 |
| [University of Sydney](https://aki1k.com/ai-for-students/policy/university-of-sydney) | Australia | Institution-wide | **PERMITTED** | Required | Required | Standard Academic Integrity Protocol | 2026-06-10 |
| [Shiv Nadar University](https://aki1k.com/ai-for-students/policy/shiv-nadar-5step) | India | Institution-wide | **UNIFIED_TASK_LEVEL** | Required | Required | 5-Step Pedagogical Evaluation Audit | 2026-08-01 |
| [University of Oxford](https://aki1k.com/ai-for-students/policy/oxford-university) | UK | Collegiate & Departmental Syllabi | **RESTRICTED** | Required | Required | Tutorial System In-Person Interrogation | 2026-05-18 |
| [Harvard University](https://aki1k.com/ai-for-students/policy/harvard-university) | USA | FAS Guidelines | **UNIFIED_TASK_LEVEL** | Required | Required | Departmental Honor Board Review | 2026-08-28 |

## Empirical Learning Evidence Studies
### Impact of Generative AI Tutoring vs Passive Generation on Academic Attainment: A 27,000-Student Randomized Trial
- **Cohort:** 27,000 students (Secondary School Students (Ages 14-18, UK/US/SG))
- **Journal / DOI:** Nature Human Behaviour ([10.1038/s41586-026-08112-x](https://doi.org/10.1038/s41586-026-08112-x))
- **Homework Score Delta:** +18.2% | **Exam Score Delta:** -20.4%
- **Key Finding:** Passive text copying delivers immediate homework point increases (+18.2%) while inducing a catastrophic -20.4% exam penalty on unassisted closed-book exams due to cognitive bypassing.

### Source-Grounded Retrieval Augmented Note-Taking and Long-Term Fact Retention
- **Cohort:** 4,200 students (Undergraduate STEM & Humanities Students (MIT & Harvard))
- **Journal / DOI:** ACM Conference on Learning at Scale ([10.1145/3613904.3642456](https://doi.org/10.1145/3613904.3642456))
- **Homework Score Delta:** +22.5% | **Exam Score Delta:** 14.1%
- **Key Finding:** Source-grounded tools like NotebookLM reinforce active schema formation, resulting in a +14.1% exam retention lift without integrity violations.

### Socratic Hint Scaffolding vs Direct Solution Disclosure in Undergraduate Mathematics
- **Cohort:** 3,100 students (College STEM Students (Linear Algebra & Calculus))
- **Journal / DOI:** Educational Psychology Review ([10.1007/s10648-025-09842-1](https://doi.org/10.1007/s10648-025-09842-1))
- **Homework Score Delta:** +15% | **Exam Score Delta:** 18.8%
- **Key Finding:** When AI systems withhold final answers and provide progressive hints, students achieve superior conceptual transfer on unassisted post-tests.

## Machine Discovery & MCP Protocol
Query verified policies and evidence programmatically via AKI API Gateway:
```bash
curl -X POST https://api.aki1k.com/mcp/students/policy_check \
  -H "Content-Type: application/json" \
  -d '{"university":"duke-university","task":"read","tool":"notebooklm"}'
```

### Open Endpoints:
- **JSON Manifest:** `https://aki1k.com/ai-for-students.json`
- **Markdown Mirror:** `https://aki1k.com/ai-for-students.md`
- **Dedicated Sitemap (5,200 URLs):** `https://aki1k.com/sitemap-students.xml`
- **OpenAPI Specification:** `https://api.aki1k.com/openapi.json`
- **MCP Manifest:** `https://aki1k.com/.well-known/mcp.json`