Four failure modes that make LLMs hallucinate 'insights' from your ticket data, and how to prevent each one.
How to do AI analysis you can actually trust
Caitlin Sullivan (Lenny's Newsletter) Feb 2026
Open lennysnewsletter.com →Every ticket is a free user interview, and AI finally makes the whole corpus readable: founders pipe exports into Claude Code or tools like Enterpret to cluster complaints, surface feature gaps, and quantify which bugs actually cost revenue. Even your support bot's failures are research, an unresolved-questions report is effectively a ranked list of where your docs and product confuse people. The one discipline that matters is verification, forcing the AI to quote exact customer words so you act on real patterns instead of plausible slop.
11 resources.
Four failure modes that make LLMs hallucinate 'insights' from your ticket data, and how to prevent each one.
Caitlin Sullivan (Lenny's Newsletter) Feb 2026
Open lennysnewsletter.com →50 real workflows, several of them exactly this: dump support transcripts in, get validated product hypotheses out.
Lenny Rachitsky Oct 2025
Open lennysnewsletter.com →A hands-on course from a user-research veteran on turning raw feedback corpora into decisions with Claude Code.
Caitlin Sullivan 2026
Open maven.com →Notion cut its monthly user-insights report from 2 weeks to 3 days by unifying tickets with every other signal.
Enterpret 2024
Open enterpret.com →The founder story behind feedback intelligence and why Canva, Figma and Notion all bought it.
Zachary DeWitt (NotoriousPLG) Nov 2024
Open notoriousplg.ai →The reference tool for this workflow: feedback from every source unified and auto-tagged into roadmap-ready themes.
Enterpret 2026
Open enterpret.com →A concrete recipe for pattern-mining feedback with Claude, straight from the model maker.
Anthropic 2025
Open claude.com →An Indian fintech at scale showing how LLM ticket categorization went from 60% to 85% accuracy and feeds product fixes.
Razorpay Engineering (Swati Agarwal) Sep 2024
Open engineering.razorpay.com →Practical CS-side workflows for mining tickets, NPS and usage data, written for operators not engineers.
J Moss (GTM AI Podcast) Mar 2026
Open gtmaipodcast.com →Shows the newest pattern: packaging your feedback-analysis playbook as a reusable Claude Skill.
Enterpret Jun 2026
Open enterpret.com →Includes Gumloop's real workflow that root-causes support complaints and links back to the raw conversations.
Tal Raviv (Lenny's Newsletter) Apr 2025
Open lennysnewsletter.com →