
Migration sampling strategy: how many tickets to validate before go-live
Sample tickets by risk—not randomly: 5–10% historical, 15–25% open, 50–100% in-flight, 100% for VIPs.
Real playbooks from B2B SaaS support leaders: account context, dynamic SLAs, escalation management, AI deflection, and clean migrations off legacy help desks.


Sample tickets by risk—not randomly: 5–10% historical, 15–25% open, 50–100% in-flight, 100% for VIPs.


Cut login friction and boost enterprise portal conversions with SSO, passkeys, adaptive auth, progressive profiling, and testing.

Fixing the top portal friction points drastically lowers bounce rates and support costs.

Use clear, empathetic, accessible error messages, inline validation, AI suggestions, and testing to reduce form abandonment and support load.

Design simpler categories, smarter search, progressive forms, and AI to reduce misrouted support tickets and speed resolutions.

Build a scalable, hierarchical support portal: audit categories, map journeys, add subcategories, and use AI for tagging.

Design a support portal taxonomy with clear categories, flexible tags, and structured custom fields for better routing and AI.

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