GENIA Americas

Our own sequenced toolkit, each tool building on the one before it, taking an organization from readiness through governed deployment:

• ai-readiness-assessment
  • Entry point — score an organization's readiness to adopt AI. No dependency on the others.
• ai-maturity-evaluation
  • Longitudinal benchmarking, reusing the readiness scoring pattern.
• ai-use-case-explorer
  • Reference library of AI use cases, matched to readiness/maturity results.
• automation-opportunity-scanner
  • Identifies specific processes worth automating.
• ai-project-canvas
  • Scopes a flagged opportunity into a defined project.
• ai-roi-calculator
  • Builds the financial case for a scoped project.
• policy-draft-assistant
  • Generates draft AI governance policy for projects underway.
• prompt-builder
  • Day-to-day prompt-engineering utility used across the other tools.

GENIA-Americas recommends the following open AI resource collections:

• Awesome Artificial Intelligence

  • A community-curated collection of AI courses, books, papers, and lectures.
  • Created by Owain Lewis, licensed under MIT.
  • We link to this resource as part of our commitment to AI education and knowledge sharing.

• Awesome Spanish NLP

  • A curated collection of linguistic resources for Spanish NLP and computational linguistics.
  • Created by David Przybilla, released under CC0 (public domain).
  • We link to this resource to support AI development that performs well on regional language data.

• Governance
  • Our policies on opening new repositories, licensing defaults, and contribution guidelines.
• Awesome Responsible AI
  • A curated collection of frameworks, regulations, institutes, and standards for Responsible and Trustworthy AI.
  • Maintained by AthenaCore, licensed under MIT.
• Awesome Production Machine Learning
  • A curated collection of open source tools for deploying, monitoring, and securing production machine learning, including explainability, fairness, and privacy tooling.
  • Maintained by EthicalML, licensed under MIT.

GENIA-Americas' own library of practical guides and templates for AI adoption:

• GENIA Resource Index
  • Includes the AI Adoption Roadmap, AI Ethics Framework, AI Governance Checklist, Digital Transformation Playbook, Executive Briefing Template, Industry Readiness Assessment, Prompt Engineering Guide, and Regional AI Policy Reference.