Methodology
How Infinidatum tools are built, what assumptions they make, and what evidence means
How Tools Are Built
This project exists to provide public infrastructure for AI decision-making. All tools are built using evidence-based assumptions derived from $500M+ in analyzed deployments.
Tools link AI investments to business outcomes using systems engineering principles and evidence-based analysis, not just statistical associations.
Benchmarks are sourced from Fortune 100 case studies with disclosed methodology. All assumptions are evidence-tagged and transparent.
What Assumptions They Make
Evidence-Based Assumptions
- • ROI benchmarks derived from $500M+ in analyzed deployments
- • Industry-specific cost rates from observed patterns
- • Risk factors identified from production failures
- • Governance requirements from regulatory frameworks
Evidence-Based Analysis
Tools link AI investments to business outcomes using evidence-based frameworks and systems engineering principles, not just statistical associations.
Transparency
All assumptions are evidence-tagged. Sources are disclosed. Methodology is transparent. Tools show what they know and what they don't know.
What Evidence Means
Evidence means observed patterns across enterprises. It does not mean guarantees, predictions, or single "answers."
Benchmarks are ranges, not absolutes. ROI estimates are structured decision artifacts, not financial advice. Risk assessments are indicators, not certifications.
Your organization's risk, cost of capital, and regulatory environment should override generic benchmarks. Use tools to inform, not replace, organizational decision-making.
What They Intentionally Exclude
Financial Advice
Tools do not provide financial advice. ROI estimates are planning tools, not investment recommendations.
Legal Opinions
Tools do not provide legal opinions. Governance checklists are starting points, not compliance certifications.
Guarantees
Tools do not guarantee ROI or project success. They provide structured decision artifacts, not promises.
Decision-Making
Tools are decision-support tools, not decision-makers. They inform, not replace, organizational judgment.
Ready to Use the Tools?
Explore free tools built with this methodology