BlogPage 5
Insights on team efficiency, management, and AI tools.
Customer Health Score Design: 4 Tradeoffs That Make or Break It
Most SMB customer health scores get built once, ignored within a quarter, and rebuilt 18 months later. The 4 design tradeoffs that decide whether your score lives or dies.
5 Expansion Triggers AI Can Watch in Customer Accounts
Most SMBs spot expansion 90 days late, after the customer asks. Five behavioral triggers AI can watch on autopilot — and the CSM action each one should fire.
The CS 1-on-1 Template That Catches Churn Risks 30 Days Early
Most CS 1-on-1s become status reports. A 4-question template — same questions every account, every week — surfaces the drift that turns into churn 30 days before the dashboard flags it.
Cross-Functional AI Meeting Prep: Same Context for Everyone
When 6 people walk into a cross-functional meeting with 6 different context maps, the first 15 minutes get wasted on alignment. An AI-drafted pre-read from project tracker + comms thread that fixes it.
Contract Review with AI: a 3-Tier Triage Process for SMBs
Most SMBs without in-house counsel either over-lawyer every contract or rubber-stamp them all. A 3-tier triage process — AI alone, AI plus ops review, lawyer — that keeps accountability clear and legal spend sane.
Comp Benchmarking With AI: 5-Source Method for SMBs
Most SMBs without a People-Ops hire benchmark comp from one source and get burned. A 5-source AI-blended method — Levels, Pave, Carta, Radford, raw scrape — and how to read the spread.
Code Review Fatigue: How AI Assists Without Replacing the Reviewer
Senior engineers are burning out on code review while AI bots produce more noise than help. The right split: AI takes the first pass on the mechanical layer; humans keep the design and intent layer. Here's the boundary that works.
Churn Prediction Without a Data Team: A 4-Step Weekly Model
Most SMBs can't hire a data scientist to predict churn — and they don't need to. A 4-step behavioral model a Head of CS can run weekly on a spreadsheet, with AI doing the pattern work.
Brand Voice Audit: AI Checks Drift Across 8 Channels
Website, docs, sales decks, outbound, social, support, blog, event copy — eight channels where brand voice silently drifts. A founder-voice rubric and AI audit method that catches it before customers do.
Board pre-read vs meeting deck: what AI helps with on each
The pre-read and the deck are two different documents doing two different jobs. AI helps with both, but in opposite directions — pre-read needs density, deck needs focus. How to use each well.
Attribution Modeling for the SMB Stack: An AI-Assisted Approach
Most SMBs can't afford a full MTA setup but still need to know which channels work. A pragmatic approach using Google + Meta + LinkedIn + email + website data, with AI filling the gaps a single-touch model can't see.
Anomaly Detection for SMB Metrics Without Hiring a Data Team
You don't need a data scientist to catch the days your metrics quietly break. A pragmatic 3-rule baseline plus AI as second-eye for the judgement calls — and a Slack alert flow that doesn't cry wolf.
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