Turn evidence into better decisions.
AI-powered decision support for research portfolios, academic programs and workforce opportunities.
Support research investment decisions and explore pathways to commercialization.
Explore Catalyst Research
Support ongoing program review and faculty-led curriculum improvement.
Explore Catalyst Curriculum
Use labor-market signals to plan credentials, employer partnerships and funding.
Explore Catalyst WorkforceContinue. Redirect. Advance. Stop.
Catalyst Research
From research data to a clear next decision.
Connects reports, systems and teams to portfolio decisions, early warnings and commercialization potential.
Built for
- Corporate R&D and innovation leaders
- Research sponsors and funders
- University and tech-transfer teams
- National labs and research institutes
Portfolio Intelligence
Compare projects by evidence strength, strategic fit, horizon and next investment.
Project Decision Profile
Continue, redirect, advance or stop, linked to evidence and human review.
Additional Value
Spot commercialization, licensing and partnership opportunities.
Review. Align. Refine. Advance.
Catalyst Curriculum
Keep every course improving, with faculty in charge.
Connects course content and changing evidence to proposed improvements for committee approval.
Built for
- University deans and academic leaders
- Department chairs and program directors
- Curriculum committees and faculty teams
- Academic quality and review teams
Curriculum Intelligence
Review syllabi and outcomes. Find gaps and overlaps each term.
Industry & Faculty Fit
Weigh market signals: teach now, upskill, or partner.
Faculty Decision Support
Draft module and assessment changes for committee approval.
Monitor. Connect. Plan. Adapt.
Catalyst Workforce
Align programs with labor demand and funding.
Connects labor-market trends, employer input and funding signals to actionable planning.
Built for
- University deans and academic leaders
- Provosts and planning teams
- Workforce and employer partnership leaders
- Program directors and curriculum committees
Labor-Market Intelligence
Sourced job and skill changes that reveal emerging demand.
Employer & Program Pathways
Verified employer needs, partnerships and placement leads.
Funding & Readiness
Grant pathways with eligibility evidence, deadlines and owners.
Evidence-Linked, With Human Review
Source-linked
Every recommendation points back to its sources.
Assumptions stated
Assumptions and evidence gaps are shown with each result.
Human decisions
Authorized people approve, edit or decline.
Frequently Asked Questions
What is the Zemantics Catalyst Suite?
Three AI-powered decision-support products, Catalyst Research, Catalyst Curriculum and Catalyst Workforce, for research portfolios, academic programs and workforce opportunities.
Does Catalyst make decisions automatically?
No. Catalyst gives evidence-linked recommendations with assumptions and gaps. Authorized people review, edit, approve or decline.
Who is Catalyst built for?
Research: R&D leaders, sponsors, university tech-transfer teams and national labs. Curriculum: deans, chairs, program directors and curriculum committees. Workforce: deans, provosts, planning and employer-partnership leaders.
What do we need to get started?
Research: permitted reports, agreements and milestones. Curriculum: catalogs, syllabi, program goals and learning outcomes. Workforce: one geography and occupation cluster, official labor data, and your program list and funder rules.
Does Catalyst need student data?
No. Identifiable student data is not required to get started.
How do we begin?
Start small: a pilot on 1-3 projects or programs, or one geography and occupation cluster. Email info@zemanticsllc.com or use the contact page.