Field Notes
Build products, not tool stacks.
Honest notes from building the operating system for product companies — the math, the joins, and the parts most vendors won't say out loud.
-
Vendor Lock-In in Product Tools: How to Keep Your Data Yours
Vendor lock-in in SaaS traps your data, not just your workflow. A concrete portability checklist for product teams — and the honest trade-off in consolidating.
trustsaas-costs
-
Free vs Paid Product Management Tools: What's Worth It?
An honest guide to free vs paid product management tools — the real total cost, seat caps, data lock-in, and when free actually wins.
product-managementpricingtool-sprawl
-
Now Next Later Roadmap vs Timeline Roadmap: Which to Use
Now Next Later roadmap vs timeline roadmap: a clear decision rule by audience and commitment type, plus a copyable template. It is not either/or.
roadmapproduct-managementprioritization
-
Product Metrics That Matter (and the Vanity Ones to Drop)
The product metrics that matter tie to a decision and an outcome. A field guide to the numbers worth tracking — and the vanity ones to retire.
product-analyticsmetrics
-
Confluence MCP: setup, real uses, and the wall you'll hit
How to connect an AI assistant to Confluence via MCP, what it's genuinely good for, and the questions a docs silo can never answer.
mcpconfluenceai-teammate
-
How to Do Customer Interviews Without Feeling Awkward
How to do customer interviews when the asking feels awkward: copyable scripts for the invite, the silence, and the sales question, plus what to do after.
customer-researchinsights
-
A Loom Alternative Built for Repeatable Product Demos
Most Loom alternative lists compare screen recorders. Here is the other lane: scripted, re-runnable product demos you regenerate instead of re-record.
demo-videoproduct-marketingstudio
-
How to Make a Product Demo Video (Scripted and Repeatable)
How to make a product demo video: a copyable script skeleton, length guidance by demo type, and how to re-shoot it after every release.
demo-videoproduct-marketingstudio
-
How to Build an MCP Server (What We Learned Building Two)
The tutorials stop at hello-world. What decides whether your MCP server is usable: tool surface, return shapes, transport, auth, and versioning.
mcpmcp-serverai
-
AI Agent Workflows for Product Managers: 5 That Work Today
Five AI agent workflows product managers can run today — each bounded to the real product data it reads and writes, from feedback triage to weekly reporting.
ai-agentsworkflowsproduct-management
-
SaaS Tool Sprawl: What Your Stack Actually Costs
SaaS tool sprawl costs far more than license fees. The real bill is the integration tax between disconnected product tools — here's how to count it.
tool-sprawlsaas-costsvendor-consolidation
-
Amplitude vs Mixpanel vs PostHog: 2026 Comparison
Amplitude vs Mixpanel vs PostHog in 2026: how the three compare on pricing model, depth, replay, flags, and free tier — plus the gap all three share.
product-analyticsanalyticsamplitude
-
How much does Jira actually cost? The full-stack math
Jira's sticker price is the smallest line item. The real bill: Confluence, AI credits, marketplace apps, and the tools Jira makes you buy around it.
jirapricingtool-stack
-
Product analytics pricing 2026: the three meters that get you
Event-metered, MTU-metered, or flat: how analytics vendors actually charge, why renewals surprise teams, and how to model the bill before signing.
analyticspricingamplitude
-
Product event tracking without a data team
Ship product event tracking in an afternoon with a few-KB SDK — no data team, no warehouse — and get analytics already joined to revenue.
sdksproduct-analyticsproduct-ops
-
RICE vs WSJF vs Value/Effort: Pick a Prioritization Framework
RICE vs WSJF vs Value/Effort compared: what each scores, when to use each, and why the framework matters less than the data feeding its inputs.
roadmapproduct-managementprioritization
-
The weekly signal memo: kill the status meeting
How we replaced Monday status theater with a machine-written memo from our own product data — what's in it, why it's deterministic, how to build yours.
dogfoodingai-teammateproduct-ops
-
AI agents vs copilots in product tools
Copilots suggest in-context; agents claim and ship whole tasks for review. An honest comparison of where each wins in product management tools.
agentsaicomparisons
-
Best Project Management Tools for Product Teams (2026)
The listicles conflate project and product management. Here's how to pick tools that track execution AND the customer, feedback, and revenue behind the work.
project-managementproduct-managementtool-comparison
-
Why Is Nobody Using My New Feature? A Diagnosis Guide
Low feature adoption is a funnel problem, not a promotion problem. Diagnose where adoption broke — aware, tried, adopted, retained — and fix the real cause.
feature-adoptionproduct-analyticsproduct-management
-
The best MCP servers for product teams (2026)
An honest comparison of MCP servers for product teams — Linear, Notion, and Productboard tool-MCPs versus a spine-MCP that exposes the join across systems.
mcpcomparisonsproduct-management
-
Can AI Write Your PRD? What Works and What Fails
AI reliably writes a PRD's structure but invents the substance — customers, revenue, decisions — unless it's grounded in your real product data.
ai-product-managementprd
-
The Real Cost of Per-Seat Pricing for Product Teams
Per-seat SaaS pricing hides four real costs for product teams: dead seats, collaboration rationing, AI credit fees, and a bill that scales with headcount.
pricingsaas-costs
-
A drop-in in-app chat SDK for SaaS
A drop-in in-app chat SDK that gzips to a few KB and logs every conversation to a spine, so chats join to the customer's revenue and shipped work.
sdkschatsaas
-
How to Measure Feature Adoption (and Prove It Worked)
How to measure feature adoption with the adoption-rate formula, the denominator traps to avoid, and how to prove the feature actually moved an outcome.
product-analyticsanalyticsproduct-ops
-
How to Rank Your Roadmap by Revenue (Not Votes)
How to prioritize a roadmap by revenue: attach a real dollar figure to each item — churn risk, expansion, deals at stake — then rank by revenue, not votes.
roadmapproduct-managementrevenue
-
The AI teammate that claims a task and ships it
Walk the loop: an AI agent claims a task, works over MCP against the joined spine, opens a PR, a human reviews, and the outcome lands on the same record.
agentsmcpai-teammates
-
Airtable vs Jira for Product Management: Which Is Better?
Airtable vs Jira for product management: Jira wins on agile delivery, Airtable on flexible ops. But both are per-seat and disconnect work from revenue.
jiracomparison
-
Surveys vs Interviews: Which Customer Research Method to Use
Surveys measure breadth, interviews explain the why. When to use each, how to combine them, and how to stop research from dying in a doc.
customer-researchinsights
-
MCP for product managers: what it changes
MCP lets a PM ask across feedback, revenue, and work in one place instead of four tabs. What it changes day to day — and when a single-tool MCP is enough.
mcpai-product-managementproduct-management
-
How to Give an AI Assistant Access to Your Product Data
A vendor-neutral guide to safely connecting an AI assistant to your product data over MCP — what it can see, what it's allowed to do, and how to scope it.
mcpai-agentsproduct-data
-
Is Your PM Tool Training AI on Your Data?
Most PM tools bolt a model vendor behind an AI button. Here's how to verify — not assume — whether yours trains AI on your customer data.
ai-policydata-privacyai
-
Product management MCP: the complete 2026 guide
The complete 2026 guide to a product management MCP — what it is, why tool-scoped MCPs hit a silo wall, and what a spine-level MCP changes.
mcpproduct-managementai-product-management
-
A Segment alternative for product teams
Segment fans data out to a marketing stack; a product spine with 100+ built-in connectors joins it on one record. Honest comparison of where each wins.
connectorscomparisonsproduct-analytics
-
How to add session replay to your product
Add session replay with one async script tag. Replays tie to the same customer record as revenue and events — and mask PII by default.
sdkssession-replayproduct-analytics
-
Product Analytics Tools: How to Choose (2026)
How to choose product analytics tools in 2026: a five-criteria framework covering pricing models, time-to-value, and whether your data stays connected.
product-analyticsanalyticsproduct-ops
-
How to Write a Product Roadmap That Actually Works
How to write a product roadmap that actually works: start from outcomes, prioritize by revenue and customer requests, and pick the right format.
roadmapproduct-managementproduct-ops
-
5 agentic workflows that save PM time
Five concrete AI-agent workflows product teams run today: feedback triage, weekly signal memo, roadmap-drift check, PRD review, release receipt.
agentsai-teammatesproduct-ops
-
Best Product Management Tools for Small Teams (2026)
Honest 2026 guide to product management tools for small teams — verified pricing for Linear, ClickUp, Notion, Productboard, and the real cost of a full stack.
product-managementcomparisons
-
How to Turn Customer Feedback into Product Changes That Matter
Turn customer feedback into product changes by joining feedback with revenue, work, and outcomes — prioritize by revenue at stake, ship, then verify impact.
product-managementproduct-ops
-
Claude MCP & Cursor MCP — connect your product data
Set up Claude MCP and Cursor MCP with your product data: add a hosted MCP server URL, authorize over OAuth, then ask cross-system questions in plain language.
mcpaiconnectors
-
Connect Stripe to your product analytics — no data team
Connect Stripe so revenue joins product usage on one spine — no ETL, no warehouse. Then answer revenue-weighted funnels and who-actually-pays in minutes.
connectorsstripeproduct-analytics
-
The 1.7 KB product-analytics SDK
A product-analytics SDK that gzips to 1.7–5.2 KB, loads async, and lands events on a spine where they join to revenue and shipped work.
sdksproduct-analyticsperformance
-
Can an AI agent do product management?
The honest answer: an AI agent can run the mechanical parts of PM — triage, drafts, drift checks — but judgment and prioritization stay human.
agentsai-product-managementai-teammates
-
What is MCP (Model Context Protocol)?
MCP is an open standard that lets AI assistants call real tools and data through a uniform interface. Here's what a server, host, and tool actually are.
mcpmcp-serverai
-
What is a product-data connector?
A product-data connector pulls data from an external tool and lands it on a shared spine, so it joins to revenue and work on one record — not a raw API pull.
connectorsintegrationsproduct-ops
-
100+ connectors, one shared spine
Connected, not consolidated: 100+ connectors land data from every tool onto one shared record, so product questions become joins instead of reconciliations.
connectorsspineproduct-ops
-
Atlassian AI training, Aug 17 2026: what changes for Jira
Aug 17 2026: Atlassian's updated terms allow customer data to train AI models. What's changing, how to opt out, and what to look for if you migrate.
atlassianjiraai-policy
-
Spine-MCP vs tool-MCP: why product MCPs go wrong
Productboard, Linear, and Notion shipped MCP servers in 2026 — each exposes its own data. A spine-MCP exposes the join across systems on one customer record.
mcpaiproduct-management
-
Context switching is quietly eating your product team
Every tool holds a partial view of your customer. Your team becomes the integration layer. Here's what that costs — and what structurally fixes it.
productivityproduct-opstool-sprawl
-
Jira alternative for small product teams — honest guide
Small teams often outgrow Jira before they grow into it. A fair comparison of Jira and AIOProductOS across pricing, setup, and the question Jira can't answer.
comparisonsjiraproduct-management
-
The real cost of a product team's tool stack (2026 math)
SaaS sprawl costs more than the license fees. Here is what a typical 8-person product team actually pays — and what the hidden costs look like.
tool-sprawlpricingproduct-ops
-
What is an AI teammate? Real agents vs agent-washing
"Agent" is 2026's most abused word. A precise definition, a table that cuts through the noise, and five questions to ask any vendor.
ai-teammatesmcpagents
New posts land here first — subscribe via RSS, or follow the build on LinkedIn, X, and YouTube.