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Applied AI·October 11, 2026·1 min read

Your AI agent wants your money back — and that could mean trouble for these companies

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Automated bill-negotiation and refund agents are eroding the inertia tax that many subscription and billing models quietly depend on. If your unit economics assume breakage or low refund rates, you need to model an AI-literate consumer base now, not in five years.

Applied AI

'Things are here, things are real - it’s here and now': Snowflake tells us why ensuring trust and reliability could be the key to unlocking the potential of the AI agentic enterprise

“Agentic enterprise” is code for letting software touch real money and real operations—Snowflake is arguing that data trust and reliability are the gating factors, not just model quality. If you want agents in production, your data contracts, lineage, and access controls need to be as mature as your model stack.