Capstone Internship Project Proposal

Isabel Budenz × IntegrityStudio.ai


Position Title

AI Governance & International Compliance Research Intern

Department: Policy & Compliance Supervisors: John Skelton (Head of Policy) & Aaron Weise (Head of AI Compliance Development) Duration: 12 weeks (Full-time) or 20 weeks (Part-time) Location: Remote with optional hybrid in Austin, TX


Executive Summary

IntegrityStudio.ai seeks to leverage Isabel Budenz’s unique combination of international commercial arbitration expertise, EU law foundation, and multilingual capabilities to develop a comprehensive cross-jurisdictional AI compliance framework. This capstone project will produce actionable research and tooling that directly enhances IntegrityStudio’s enterprise compliance offerings for multinational clients navigating the evolving global AI regulatory landscape.


Project Title

“Cross-Border AI Compliance: Building an International Dispute Resolution Framework for Enterprise LLM Governance”


Project Rationale

The Business Need

As enterprises deploy LLMs across multiple jurisdictions, they face a fragmented regulatory environment:

  • The EU AI Act (effective 2024-2026) introduces risk-based classifications and compliance obligations
  • International commercial disputes arising from AI system failures lack established arbitration precedents
  • Enterprise clients require audit-ready documentation that satisfies multiple regulatory regimes simultaneously

Why Isabel Budenz

Isabel’s profile uniquely positions her to address these challenges:

QualificationApplication at IntegrityStudio
LLM International Commercial Arbitration (Stockholm)Design dispute resolution clauses for AI service agreements
LLB International & European Law (Groningen)Navigate EU AI Act compliance requirements
EU AI Act courseworkImmediate familiarity with regulatory framework
Quadrilingual (DE/ES/EN/FR)Analyze regulations across key EU jurisdictions
Legal research for A for ArbitrationAcademic rigor for policy documentation
Clifford Chance Antitrust Virtual InternshipUnderstanding of enterprise legal operations

Project Scope & Deliverables

Phase 1: Research & Analysis (Weeks 1-4)

Objective: Establish the regulatory landscape for AI governance across priority jurisdictions.

Tasks:

  1. Conduct comparative legal analysis of AI regulations in:
    • European Union (EU AI Act, GDPR intersections)
    • Germany (national implementation measures)
    • France (CNIL guidance on AI)
    • Spain (AEPD AI frameworks)
    • United Kingdom (post-Brexit AI regulation)
    • United States (state-level AI laws, NIST AI RMF)
  2. Map compliance obligations to IntegrityStudio’s product capabilities:
    • Which monitoring features satisfy which regulatory requirements?
    • Identify gaps in current tooling vs. regulatory demands
  3. Research emerging arbitration case law involving AI systems:
    • Contract disputes arising from AI failures
    • Liability allocation in AI-mediated transactions
    • Evidentiary standards for AI audit trails

Deliverable: Regulatory Mapping Report (25-30 pages)


Phase 2: Framework Development (Weeks 5-8)

Objective: Create actionable compliance frameworks for IntegrityStudio’s enterprise clients.

Tasks:

  1. Develop a Multi-Jurisdictional Compliance Matrix that maps:
    • AI system risk classifications across jurisdictions
    • Required documentation and audit trail specifications
    • Notification and reporting obligations
    • Penalty structures and enforcement mechanisms
  2. Draft Model Contractual Clauses for AI service agreements:
    • Liability allocation provisions
    • Audit rights and compliance verification
    • Dispute resolution mechanisms (arbitration vs. litigation)
    • Governing law and jurisdiction selection guidance
  3. Create Compliance Checklist Templates integrated with IntegrityStudio’s observability features:
    • Pre-deployment compliance verification
    • Ongoing monitoring obligations
    • Incident response documentation requirements

Deliverable: AI Governance Compliance Toolkit (Framework + Templates)


Phase 3: Dispute Resolution Innovation (Weeks 9-11)

Objective: Establish IntegrityStudio as a thought leader in AI dispute resolution.

Tasks:

  1. Design an AI Arbitration Readiness Protocol:
    • Evidence preservation requirements using IntegrityStudio’s audit trails
    • Chain of custody documentation for LLM outputs
    • Expert witness preparation guidelines for AI-related disputes
  2. Develop Arbitration Clause Recommendations optimized for AI disputes:
    • Recommended arbitral institutions (ICC, LCIA, SCC, DIS)
    • Procedural adaptations for AI-specific evidence
    • Expedited procedures for AI system failures
  3. Create a White Paper positioning IntegrityStudio’s observability platform as essential infrastructure for AI dispute resolution

Deliverable: AI Dispute Resolution Framework & White Paper


Phase 4: Integration & Presentation (Week 12)

Objective: Synthesize all work into client-ready materials and internal knowledge assets.

Tasks:

  1. Present findings to IntegrityStudio leadership team
  2. Conduct a client-facing webinar (with supervision)
  3. Document all research for internal knowledge base
  4. Provide recommendations for product roadmap enhancements

Deliverable: Final Presentation & Webinar Recording


Final Capstone Deliverable

“The IntegrityStudio International AI Compliance & Dispute Resolution Handbook”

Format: Interactive digital handbook (PDF + web-based tool)

Contents:

PART I: REGULATORY LANDSCAPE
├── Chapter 1: EU AI Act Deep Dive
│   ├── Risk classification system
│   ├── High-risk AI system requirements
│   └── Timeline and enforcement
├── Chapter 2: National Implementation (DE, FR, ES, UK)
├── Chapter 3: US Federal and State Approaches
└── Chapter 4: Regulatory Convergence & Divergence Analysis

PART II: COMPLIANCE TOOLKIT
├── Chapter 5: Multi-Jurisdictional Compliance Matrix
│   └── [Interactive tool: Select jurisdictions → View requirements]
├── Chapter 6: IntegrityStudio Feature Mapping
│   └── [Which features satisfy which obligations]
├── Chapter 7: Compliance Checklists by AI Risk Level
└── Chapter 8: Documentation Templates

PART III: CONTRACTUAL FRAMEWORK
├── Chapter 9: Model AI Service Agreement Clauses
├── Chapter 10: Liability Allocation Strategies
├── Chapter 11: Governing Law Selection Guide
└── Chapter 12: Arbitration Clause Drafting Guide

PART IV: DISPUTE RESOLUTION
├── Chapter 13: AI Arbitration Landscape
├── Chapter 14: Evidence & Audit Trail Best Practices
├── Chapter 15: Arbitral Institution Comparison
└── Chapter 16: Case Studies & Precedent Analysis

APPENDICES
├── A: Regulatory Text Excerpts (Original + Translation)
├── B: Template Library
├── C: Glossary (EN/DE/FR/ES)
└── D: Resource Bibliography

Unique Value Proposition: This handbook will be the first resource combining AI observability platform capabilities with international arbitration expertise—a direct competitive differentiator for IntegrityStudio in the enterprise market.


Growth Opportunities

Professional Development Track

AreaOpportunityOutcome
Technical LiteracyShadow engineering team; learn OpenTelemetry basicsAbility to translate technical capabilities into legal/compliance language
Client ExposureAttend (observer) 3-5 enterprise client callsUnderstanding of real-world compliance challenges
Thought LeadershipCo-author blog post with John SkeltonPublished work demonstrating expertise
Public SpeakingPresent at internal all-hands + external webinarPresentation experience with technical audience
Network BuildingIntroductions to IntegrityStudio’s legal/compliance partnersProfessional connections in AI governance space

Skill Development Matrix

WEEK 1-4                    WEEK 5-8                    WEEK 9-12
─────────────────────────────────────────────────────────────────────
Legal Research              Framework Design            Strategic Advisory
  ↓                           ↓                           ↓
Regulatory Analysis    →    Template Drafting     →    Client Communication
  ↓                           ↓                           ↓
Comparative Law             Contract Drafting           Thought Leadership
  ↓                           ↓                           ↓
Technical Translation       Product Integration         Executive Presentation

Potential Post-Internship Pathways

  1. Full-Time Role: AI Compliance Analyst at IntegrityStudio
  2. Continued Collaboration: Consulting arrangement for ongoing regulatory updates
  3. Academic Track: Research partnership for LLM thesis on AI arbitration
  4. Reference & Network: Strong recommendation for AI governance roles at:
    • International arbitration institutions (ICC, LCIA, SCC)
    • Enterprise legal departments (AI compliance functions)
    • Law firms with AI/technology practices
    • Regulatory bodies (EU AI Office, national authorities)

Mentorship Structure

Primary Supervisors

John Skelton (Head of Policy)

  • Weekly 1:1 meetings (30 min)
  • Focus: EU AI Act interpretation, policy strategy, regulatory relationships

Aaron Weise (Head of AI Compliance Development)

  • Weekly 1:1 meetings (30 min)
  • Focus: Product-compliance integration, client requirements, practical implementation

Cross-Functional Exposure

Team MemberRoleInteraction
Alyshia LedlieCEOMonthly check-in; strategic context
Micah LindsayChief Data ScientistTechnical sessions on AI evaluation
Chandra SrivastavaCMOPositioning compliance offerings
Engineering LeadTBDOpenTelemetry & platform architecture overview

Success Metrics

Quantitative

  • Complete regulatory analysis for 6+ jurisdictions
  • Develop 10+ template documents (checklists, clauses, protocols)
  • Produce 1 comprehensive handbook (80+ pages)
  • Deliver 2 presentations (internal + external)
  • Co-author 1 published piece (blog or white paper)

Qualitative

  • Demonstrate ability to translate legal requirements into product features
  • Show growth in technical communication skills
  • Receive positive feedback from client-facing interactions
  • Produce work product integrated into IntegrityStudio’s sales materials

Logistics

Compensation

Competitive internship stipend commensurate with experience; details to be finalized.

Tools & Access

  • IntegrityStudio platform demo environment
  • Legal research databases (provided)
  • Collaboration tools (Slack, Notion, Google Workspace)
  • Direct access to leadership calendars for scheduling

Work Arrangement

  • Remote-first with flexibility for European timezone
  • Core collaboration hours: 2:00 PM - 6:00 PM CET (overlap with Austin, TX)
  • Optional on-site visit to Austin office (travel supported)

Application of Isabel’s Unique Strengths

Isabel’s BackgroundDirect Application
Stockholm LLM in International Commercial ArbitrationDesign arbitration frameworks for AI disputes; analyze SCC procedures
Groningen LLB in International & European LawEU AI Act analysis; cross-border compliance mapping
EU AI Act courseworkImmediate productivity on regulatory research
Native GermanAnalyze German national implementation; translate regulatory texts
Native SpanishCover Spanish AEPD guidance; support Latin American expansion research
C2 EnglishPrimary drafting language for all deliverables
B1 FrenchSupport French CNIL analysis; review French-language sources
Amnesty International PR experienceStakeholder communication; public-facing content
A for Arbitration researchAcademic research methodology; arbitration institution knowledge
Clifford Chance virtual internshipEnterprise legal operations understanding

Next Steps

  1. Introductory Call: Meet with John Skelton and Aaron Weise to discuss project scope and expectations
  2. Onboarding: Platform access, tool setup, team introductions
  3. Kick-off: Finalize 12-week project plan with milestone dates
  4. Week 1 Start: Begin Phase 1 regulatory research

This capstone internship represents a unique opportunity to shape the future of AI governance at the intersection of technology and international law. Isabel Budenz’s distinctive qualifications make her an ideal candidate to drive this initiative and establish IntegrityStudio as the trusted platform for compliant AI deployment worldwide.


Prepared for: IntegrityStudio.ai Leadership Team Date: January 2026 Contact: sales@integritystudio.ai

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