Research Archive
The blog for technical support teams.
Essays, frameworks, and operating notes on how strong support teams get from vague ticket to defensible answer.
May 15, 2026
LatestAI support metrics that actually matter
Most AI support dashboards reward speed, containment, and cost reduction. The better scorecard measures resolution quality, escalation health, and support autonomy.
May 14, 2026
Support operations for technical tickets
Support operations for technical tickets should define queue design, investigation workflow, escalation quality, and feedback loops that reduce repeat effort.
May 13, 2026
Technical customer support troubleshooting without engineering bottlenecks
Technical customer support troubleshooting works best when support translates symptoms into evidence-backed case decisions before escalation.
May 12, 2026
Support ticket investigation template for technical cases
A support ticket investigation template should standardize problem statements, evidence, hypotheses, and next actions on technical tickets.
May 11, 2026
Support escalation management for technical teams
Support escalation management should combine severity, routing, ownership, evidence quality, and customer communication into one operating system.
May 10, 2026
L2 support process for technical support teams
A strong L2 support process turns ambiguous technical tickets into evidence-backed decisions before engineering gets interrupted.
May 9, 2026
AI support automation vs investigation: what actually reduces escalations
AI support automation improves speed on repetitive work. Investigation-first systems reduce the expensive technical escalations that keep pulling in engineering.
May 8, 2026
Support investigation checklist for faster technical answers
A support investigation checklist should help agents gather evidence, narrow likely causes, and send cleaner escalations on technical tickets.
May 8, 2026
Technical support escalation process for complex tickets
A technical support escalation process should move context, evidence, ownership, and customer impact together before the case reaches engineering.
May 7, 2026
Why AI support escalations tank NPS even when resolution rates look good
AI support dashboards can look healthy while escalated customers have a much worse experience. The gap is usually in the handoff, not the bot alone.
May 7, 2026
Why B2B SaaS support stacks keep breaking down
Many B2B SaaS teams assemble support across CRM, helpdesk, CS, analytics, and AI layers, then wonder why the workflow still feels brittle.
May 6, 2026
Build AI support workflows that resolve tickets faster
Learn how high-performing support teams build AI-assisted workflows that reduce investigation time without sacrificing answer quality.
April 21, 2026
How I Automated L2 Support
The story of how I automated L2 support at a startup using AI and how that ended up becoming Lumen.
April 6, 2026
Engineers keep getting pulled into support
Many AI support tools just search the knowledge base and repeat what is already written there. They can help with simple tickets, but they do not help support teams investigate the hard ones, so engineers still get pulled into support.