The Agentic AI Foundation announced four new open-source projects and 305 members at AGNTCon + MCPCon NA 2026, signaling a coordinated push to prevent proprietary capture of agentic AI infrastructure. ECI Research analysts examine the protocol governance stakes and the emerging AI economics challenge that organizations cannot afford to ignore.
Agentic AI Foundation: Why Open Protocols Matter in 2026 Read More »
The Linux Foundation’s new Tokenomics Foundation is reframing AI economics around Total Cost of AI, arguing token spend is only a fraction of what organizations actually pay. New survey data and the Focus 1.5 specification are the first steps toward a CFO-defensible value measurement framework. ECI Research data shows the measurement gap is real and consequential for enterprise buyers.
Total Cost of AI: What the Linux Foundation’s Tokenomics Framework Gets Right Read More »
HeyDonto CEO Rivers Morrell contends that agentic AI costs at least five times more per task than basic chatbot interactions, and that data fragmentation makes it worse. ECI Research examines the economics, the limits of the semantic layer argument, and what enterprise buyers should actually prioritize. The answer is more nuanced than the aerodynamics metaphor suggests.
Agentic AI Inference Costs: Why Cheaper Tokens Aren’t Enough Read More »
The Linux Foundation has launched the Tokenomics Foundation, backed by 30 founding members, to establish vendor-neutral standards for measuring AI costs and ROI. The foundation’s roadmap includes token cost telemetry, cost-to-serve frameworks, and practitioner certification. For enterprises scaling AI spend without clear attribution, this initiative arrives at a critical moment.
Linux Foundation Launches Tokenomics Foundation to Standardize AI ROI Read More »
CloudZero has rebranded as the AI ROI Company, expanding its cloud cost allocation engine to connect AI token spend, agent workflows, and model costs to business outcomes. With only 14% of CFOs able to prove AI ROI, the platform addresses a financial visibility gap that is becoming a board-level issue. ECI Research examines what this means for ITDMs managing AI economics and developers building agentic systems.
CloudZero Bets on AI Spend ROI as CFOs Demand Proof Read More »
Gemini 3 Flash targets the cost and latency constraints limiting real-time, agentic AI workloads in production environments.
Gemini 3 Flash Targets the Cost–Latency Bottleneck in Agentic AI Read More »
NVIDIA posts record Q2 FY26 revenue as Blackwell boosts AI infrastructure demand and simplifies developer workflows.
Blackwell Momentum Powers NVIDIA’s Record Q2 FY26 Read More »