Fusion Collective Launches AI Observability Tool — Fusion Sentinel — To Manage Enterprise AI Drift

NEW YORK--(BUSINESS WIRE)--Led by three ISO 42001-certified AI experts, Fusion Collective, an IT consulting firm redefining innovation by putting people at the center of technology, today launched Fusion Sentinel, an AI observability tool built for enterprises leveraging AI for customer-facing solutions. Fusion Sentinel is a continuous monitoring system that evaluates AI model drift in real-time, allowing companies to catch dangerous shifts in demographic balance, goal convergence and policy adherence.

“AI regulation and compliance measures like the EU AI Act and ISO 42001 are emerging globally and companies are being held accountable for the actions of their AI tools. This isn’t going to stop,” said Yvette Schmitter, co-founder and CEO, Fusion Collective. “With Fusion Sentinel, leaders can take proactive measures to ensure their models stand the test of time and deliver ethical, accurate outputs to avoid loss of trust, reputational and financial damages. AI systems are non-deterministic, so AI model drift is a serious issue. Subtle changes go unnoticed by traditional monitoring tools because they weren’t designed for AI.”

Having detected measurable drift in 90% of models tested and finding drift faster than existing methods, Fusion Sentinel is compatible with all major AI models with an available API, including ChatGPT, Claude and Gemini. The tool helps leaders understand their AI models and technical experts take corrective action quickly, instead of waiting for failures to accumulate into measurable harm.

Continuous monitoring is becoming a requirement for companies. If AI systems could reliably and autonomously incorporate feedback, adapt to new contexts and update behavior based on observed failures, periodic evaluation might suffice. However, current AI tools can’t learn autonomously and require diligent, continuous human oversight to identify learning opportunities and manually implement updates as context shifts.

Users can customize prompt sets to test across AI systems to execute direct model comparison, understand specific model performance and individual responses from each system, and variations within and across systems. Allowing leaders to run deep analysis of all results, the tool evaluates the custom prompt sets by configuring the test to come from different places at different times with randomized filler questions to avoid detection by the AI systems being tested and ensure results aren’t skewed.

Fusion Sentinel is now available as a consulting engagement. Pricing is customized based on scope. For more information, visit fusioncollective.net/products/fusion-sentinel.

ABOUT FUSION COLLECTIVE

Redefining innovation by putting people at the center of technology, Fusion Collective is an IT consulting firm serving companies on their journeys to leveraging AI and emerging technologies for transformative business outcomes. Founded by three former Big 4 alums and key tech leaders, the award-winning Fusion Collective team delivers tailored solutions that empower businesses of all sizes to grow, thrive and lead with impact. From cybersecurity and AI integration to global telecommunications and energy solutions, Fortune 500 to bootstrapped entrepreneurs, Fusion Collective bridges the gap between advanced technology and human potential, ensuring no challenge is too complex and no opportunity is out of reach. For more information, visit fusioncollective.net or follow Fusion Collective on LinkedIn.