Quarrio has introduced its Deterministic AI Platform, an infrastructure layer designed for the next phase of enterprise AI where accuracy, consistency, and auditability are non-negotiable. Unlike probabilistic generative AI, Quarrio translates natural language into verified database queries against structured enterprise systems—such as CRM, ERP, financial, and risk databases—ensuring the same input always produces the same output with full transparency and traceability.
Quick Intel
Despite massive enterprise investments—estimated at $30-40 billion in generative AI—reports from MIT NANDA and Reuters indicate that 95% of organizations see little to no material ROI, with many delaying expectations into 2026 and beyond. Information latency persists, as critical reporting from structured systems often takes days or weeks to compile.
"AI is moving from conversation to control," said KG Charles-Harris, CEO of Quarrio. "Once AI systems start approving transactions, triggering capital allocations, or executing workflows, enterprises cannot tolerate the probability-driven guesswork of GenAI. The future belongs to AI that can prove what it did and why."
The platform addresses a growing reliability gap acknowledged even by enterprise software leaders. In late 2025 analyses of major vendors like Salesforce, declining confidence in LLM randomness has driven emphasis on deterministic controls for business-critical workflows. As agentic models gain autonomy, governance risk intensifies, yet most systems still lack a reliable execution layer.
Quarrio fills this void by functioning as verifiable infrastructure rather than probabilistic generation. It delivers 100% accurate, auditable insights without large-scale transformation projects, optimizes AI infrastructure spend, and enables measurable ROI through faster execution and superior outcomes.
"Enterprises don't need more AI that sounds intelligent," Charles-Harris said. "They need AI that behaves like infrastructure that can be trusted and depended on."
"AI is no longer being used as a feature or a tool; it's becoming core infrastructure," he added. "And infrastructure must be governed, measurable, and trusted. Enterprises cannot run their business operations on prompts and probability."
About Quarrio
Quarrio is a deterministic enterprise AI platform for mission-critical decision-making. It delivers 100% accurate, auditable insights without costly transformation projects and runs efficiently on CPUs and GPUs, optimizing AI infrastructure spend to drive measurable, positive ROI. By cutting reporting latency from weeks to seconds, it provides instantly available operational intelligence, enabling faster execution and superior competitive outcomes. Led by pioneers behind IBM Watson, Symantec, Machine Intelligence, and major financial platforms, Quarrio is a capital-efficient enterprise AI company with strong growth momentum, positioned for disciplined scale in the enterprise market. For more information, visit www.quarrio.com.
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