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Monika
Dadwal
VP, Customer Support
Collibra
Monica Dadwal is Vice President of Test Engineering and Customer Support at Collibra, where she leads quality engineering, testing strategy, and customer support programs. With over two decades of experience across Medidata Solutions, Carphone Warehouse, and Patni, she specialises in building high‑performing teams, modernising testing practices, and strengthening customer experience. She is an active speaker in the testing community and regularly shares insights on quality culture and engineering leadership.
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02 December 2026 12:00 - 12:30
One Source of Truth: Building a Knowledge Base Your AI Won't Break
The biggest drag on enterprise support productivity in 2026 is not ticket volume, it is knowledge fragmentation. The average support team is searching across ten to fifteen disparate systems before finding an answer, and every one of those systems is also a place an AI assistant can quietly get it wrong. This session covers what it actually takes to build a knowledge base that works as a single source of truth for both human agents and AI, including grounding answers in a controlled source, citing where an answer came from, and escalating on uncertainty instead of guessing. Key takeaways: - Why knowledge fragmentation, not ticket volume, is the real productivity bottleneck for most teams - What it means in practice to ground AI answers in a controlled knowledge source - Why citing sources measurably lifts customer trust, not just accuracy - How to design a knowledge base your AI and your human agents can both rely on without maintaining two versions of the truth