IFO4 Research
Pioneering the Future of Technology Intelligence
Open specifications. Open standards. Open source.
Research Initiatives
Open specifications and standards powering the next generation of technology intelligence.
Universal Labeling Standard
Five-Dimension Identity Labeling
IFO4's five-dimension identity labeling system using the ifo4.<group>.<name> namespace for cross-platform resource identification.
AI Cost Normalization
Cross-Provider AI/ML Cost Standards
Standards for normalizing AI/ML costs across providers — OpenAI, Anthropic, Google, AWS Bedrock — into a unified cost model.
Green Cloud Index
Cloud Region Sustainability Scoring
Methodology for scoring cloud region sustainability based on energy source, PUE, carbon intensity, and renewable commitments.
FinOps Maturity Model v10
Next-Gen Maturity Framework
IFO4's next-generation maturity framework that goes beyond crawl-walk-run with 10 capability dimensions and continuous scoring.
PRISM: The Complete Data Standard
Where FOCUS stops at cloud billing, PRISM covers the entire technology value chain.
PRISM fills every gap FOCUS leaves
Six critical domains with zero coverage in FOCUS today
Publications & Papers
Research papers and frameworks from the IFO4 Research team.
The True Cost of AI: A Framework for LLM Economics
A comprehensive framework for understanding and modeling the total cost of large language model operations across inference, training, and fine-tuning workloads.
Beyond Cloud: Multi-Source Technology Cost Intelligence
Why cloud-only FinOps is dead. A framework for unified cost intelligence spanning cloud, SaaS, AI, on-prem, and developer tooling.
Carbon-Aware Infrastructure: From Metrics to Action
Moving beyond carbon dashboards to actionable sustainability. Methodology for carbon-aware scheduling, region selection, and workload optimization.
Shadow IT in the AI Era: Detection and Governance
How the explosion of AI tools has created a new wave of shadow IT. Detection methodologies, governance frameworks, and cost recapture strategies.
PRISM is open source.
Contribute to the specification.
Join the community of practitioners, engineers, and researchers shaping the future of technology cost intelligence.
Explore the PRISM Specification
The most comprehensive open standard for technology cost and value data. Dive into the specification.
AgentaaS Operating System
The autonomous agent orchestration layer powering every IFO4 intelligence platform. Not a chatbot — an operating system for agents that observe, reason, decide, and act on financial operations data in real-time.
Active Agent Classes
Real-time anomaly detection agents that monitor every billing stream 24/7. Detect spend spikes, unused resources, and budget breaches before they become problems.
Autonomous rightsizing, scheduling, and commitment management. These agents continuously identify savings opportunities and can execute approved actions automatically.
Policy enforcement agents that ensure tag governance, budget compliance, and regulatory adherence across every resource in every cloud account.
AI-powered trend analysis, forecasting, and executive briefing generation. These agents turn raw data into actionable intelligence for every stakeholder.