Ascerta raises $18M Series A to help enterprises maximize AI ROI
Read more: Ascerta raises $18M Series A to help enterprises maximize AI ROI
Blog
Proving the ROI of Agentic AI in Financial Services
Explore how financial institutions can move beyond the AI hype by using a strategic framework to measure and maximize tangible ROI through operational efficiency, revenue growth, and risk mitigation.

Blog
The Evolving Landscape of Tokenomics
Modern tokenomics is transitioning from inflationary reward models toward sustainable systems that prioritize long-term utility, real-world value, and AI-driven adjustments to ensure ecosystem stability.
Press
Pay-i lands $4.9M to answer the question every enterprise is asking: Does this GenAI investment have actual ROI?
Pay-i raised $4.9M to help enterprises link GenAI activity to business KPIs and forecast ROI in real time, enabling teams to prioritize high-value use cases and scale with confidence.

Blog
From PoCs to real results: Scaling GenAI with measurable impact
As organizations move beyond experimentation with generative AI (GenAI), a new set of challenges emerges — ones that traditional software operating models aren’t built for.
White paper
Navigating GenAI Capacity Options
GenAI capacity planning includes choices between shared (pay-as-you-go) and provisioned capacity, trading flexibility for predictable performance, throughput guarantees, and more complex commitment pricing models.
Blog
The Next Token: Humanity’s Last Mote
The essay argues tokens are becoming a core unit of value in the AI era, shaping how knowledge, labor, and decisions are produced through human-model interaction.
White paper
GenAI FinOps vs. Cloud FinOps: Similar Roots, Different Challenges
GenAI FinOps extends Cloud FinOps but must handle unpredictable token usage and inconsistent pricing, requiring earlier cost control and direct tracking of token consumption.
White paper
GenAI FinOps: How Token Pricing Really Works
Per-token pricing can be misleading. Hidden factors like Context Window Creep can significantly increase GenAI costs, making a Unit Economics approach more reliable than choosing models based only on list price.
Blog
AI Cost As A First-Class Metric — Our Conversation With David Tepper, CEO And Cofounder Of Pay-i
The economics of AI are uniquely volatile, shaped by dynamic usage patterns, evolving model architectures, and opaque pricing structures.



