Opportunity map
- Thermal, power, water, and grid bottlenecks
- Campus, utility, and corporate sponsor priorities
- Cooling, heat-reuse, storage, DAC, MRV, and microgrid options
- Pilot logic for hyperscalers and infrastructure hosts
Commercialization Architecture Framework
Data Centers & AI Infrastructure
Power, heat, water, cooling, grid flexibility, backup systems, carbon removal, and resilience around AI infrastructure.
Framework design
What Arns maps backward from the market signal.
Source and IP discovery
- University energy and thermal systems IP
- Advanced materials and cooling technologies
- Grid orchestration and storage systems
- Carbon capture, reuse, and MRV capabilities
First decision artifacts
- Data center infrastructure opportunity brief
- Sponsor fit matrix
- Technology and partner route map
- 90-day validation plan
Who builds this?
Each framework becomes a venture team, not just a topic page.
Arns maps the people and programs that can move this opportunity: faculty, TTO reviewers, student builders, business talent, design storytellers, law/IP support, entrepreneurship centers, alumni operators, sponsors, funders, vendors, testbeds, and pilot sites.
Research + builders
Faculty expertise, lab capabilities, engineering and science students, prototyping resources, testbeds, and technical validation.
Business + design + legal
MBA talent, market analysis, storytelling, UX, law clinic support, IP review, licensing structure, and venture-readiness work.
Sponsors + operators
Corporate partners, infrastructure owners, vendors, alumni operators, funders, civic partners, and pilot-site reviewers.
Arns role
Translate the category into sponsor-ready opportunity development.
Arns does not need the university, company, or infrastructure partner to commit to a final venture, license, or pilot at the beginning. The initial work is to define the opportunity, clarify assumptions, identify the right reviewers, discover relevant IP and capabilities, and determine whether a sponsor-facing pathway is warranted.
Best first step
Phase 0 assessment
Use one company need, facility constraint, portfolio area, or regional priority to create a first opportunity snapshot. The snapshot can then be corrected by the relevant TTO, corporate team, operator, or sponsor.