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Attackers Don’t Break Strong Systems They Exploit Weak Processes

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How AI-Era Pricing Is Reshaping Finance Operations

Usage-based and hybrid pricing models are changing how B2B companies generate revenue — and creating new headaches for the finance teams behind them.

Tabs co-founder Rebecca Schwartz and PwC Partner Amit Dhir sat down to unpack exactly what that means in practice: how pricing model decisions ripple into revenue recognition, forecasting, and financial ops — and what it takes to scale without piling on manual work.

Watch the on-demand recording to get practical frameworks, real-world examples, and a clear path to operationalizing usage-based revenue — including a forward-looking take on how AI will reshape financial workflows. If your team is navigating pricing complexity heading into the back half of the year, this is worth an hour.

Technical Security Alone Is Not Enough

Organizations often invest heavily in tools while overlooking operational weaknesses. Attackers frequently succeed because processes fail before technology does.

Poor Communication Creates Security Gaps

If teams don’t share context quickly during incidents, suspicious activity remains unresolved longer and attackers gain valuable time.

Delayed Offboarding Leaves Dangerous Access Behind

Former employees, contractors, and vendors may retain active credentials long after departure if identity processes are inconsistent.

See Why HubSpot Chose Mintlify for Docs

HubSpot switched to Mintlify and saw 3x faster builds with 50% fewer eng resources. Beautiful, AI-native documentation that scales with your product — no custom infrastructure required.

Manual Workflows Increase Human Error

Spreadsheet-based access reviews, inconsistent approvals, and undocumented changes create environments where mistakes accumulate quietly.

Security Policies Mean Nothing Without Execution

Strong governance on paper fails if teams bypass controls operationally due to urgency, complexity, or lack of accountability.

Mature Security Depends on Operational Discipline

Automate repetitive controls, define ownership clearly, standardize workflows, and rehearse incident response regularly. In cybersecurity, resilient processes matter as much as resilient technology.

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