The Prodinja Blog
Page 19 of 50 — deep-dive frameworks, honest analysis, and actionable playbooks for product managers.
Stop Rebuilding Context From Scratch: Templating the Packet Across Features
Your fifth AI feature shouldn't reinvent context rules - turn the packet into a reusable template.
Perceived Performance for AI: Making the Wait Feel Worth It
Real latency is fixed by engineering; felt latency is fixed by design — shape the wait so users stay through the slow parts.
Setting SLOs and SLAs for AI Features When the Model Is Non-Deterministic
You can promise a latency SLA, but can you promise a quality one? How PMs write service levels for probabilistic systems.
Audit Trails and Accountability for Agents That Act on Their Own
When an agent acts, someone must answer for it; design the audit trail, accountability, and reviewability regulators expect.
The Unsexy Craft of Document Capture: OCR UX That Users Don't Curse At
Scan-and-extract lives or dies on the boring details — framing guidance, confidence surfacing, and a fast path to fix the field it got wrong.
Staying in Character: Keeping AI Behavior Consistent Across a Long Conversation
Your assistant is perfect on turn one and off-brand by turn twenty; here's why behavior drifts and how to anchor it.
The Proprietary Data Moat Playbook: Sources Competitors Can't Copy
A sourcing playbook for the kinds of proprietary data that are genuinely hard to replicate, not just hard to collect.
The Average Lied: Finding the Segments Where Your Experiment Actually Worked
A flat overall result can hide a +30% win for new users and a -25% loss for power users, the average erases both.
Learn to Talk to Users Before You're a PM: A Customer Interview Starter Kit
The single most transferable PM skill you can practice today is asking questions that get past what people wish were true.
Writing Status Updates That Build Trust Instead of Noise
A great APM status update is a trust instrument-it tells busy people exactly what they need before they have to ask.
Splitting the Week Without Splitting Your Attention: Time Management Across Multiple Clients
The naive fix is more hours; the real fix is a calendar architecture that gives each client depth without stealing it from the others.
Specs That Don't Kill the Design: Writing Requirements That Preserve Experience Intent
Most specs describe features and lose the feeling; write requirements that carry design intent all the way to engineering.
Engineering Virality: How to Design Viral Loops and Actually Move K-Factor
Virality isn't luck or a growth hack; it's a loop you design with a measurable cycle time and coefficient, and here's the math that makes it real.
The Right to Explanation: What GDPR Article 22 Means for Your AI Feature
If your model makes decisions about people with no human in the loop, GDPR gives them rights you must design for — here's what Article 22 actually requires.
The Bug Backlog: How PMs Decide What Gets Fixed and What Ships Broken
Every product ships with known bugs; the PM's real skill is deciding, out loud and on purpose, which ones.
Startup Pricing Strategy: The PM's Guide to Not Leaving Money on the Table
You're either charging too little or your product costs too much. Here's how to find out which.
How to Run a Pre-Mortem That People Actually Take Seriously
A step-by-step facilitation guide for the exercise Gary Klein made famous: imagine the failure, then reverse-engineer why.
How to Recruit Interview Participants When You Have No Research Team
The hardest part of discovery is often just getting someone on the call. Build recruiting channels that keep your pipeline full without a research ops team.
The Real Cost of an AI Feature: Beyond the Per-Token Price
Token pricing is the tip of the iceberg — evals, monitoring, guardrails and migrations are where the budget really goes.
The Product Manager's Guide to Product Design and UX: How to Own Experience Without Designing Pixels
A complete field guide to the design literacy PMs actually need: enough to reason about experience, brief designers well, and never overstep.
Choosing a Product Analytics Tool Without Regretting It in a Year
The tool matters less than the data model you feed it; evaluate for your event schema and team, not the demo dazzle.
Managing a Distributed PM Team: Building Judgment Across Timezones
You can't hover in a distributed team — which forces you to build the written standards and trust that actually scale judgment.
Product-Led Growth vs the Growth PM: Where the Two Actually Meet
PLG is a go-to-market motion; growth PM is a role - untangling how they overlap and where a growth PM owns the PLG engine.
Should Your Internal Platform Charge for Itself? Chargeback, Showback, and Free
Charging internal teams for platform usage changes their behavior and your incentives; decide deliberately between free, showback, and full chargeback.