Blog

Practical notes on AI for small businesses.

Short, plain-English thinking on where AI helps, where it does not, and how small teams can deploy it without losing control.

The big opportunity in agentic workflows is in the boring middle

4 min read / AI Agents, Opportunity

The big opportunity in agentic workflows is in the boring middle

AI workflow automation for small business pays off in the boring middle. Here is how to find the multi-step work an agent can handle, with a human checking it.

June 20, 2026

Your flat software subscription is quietly becoming a usage bill

4 min read / Pricing, SaaS

Your flat software subscription is quietly becoming a usage bill

Managing AI software costs is getting harder as flat subscriptions add usage meters. Here is how a small business can stay ahead of a variable bill.

June 13, 2026

AI is getting good at security work, and that cuts both ways

4 min read / Security, AI Strategy

AI is getting good at security work, and that cuts both ways

AI for cybersecurity helps defenders and attackers at once. Here is what a small business should do to stay a harder target as the basics get more vital.

June 6, 2026

A simple framework for deciding how to handle any AI task

4 min read / Strategy, Frameworks

A simple framework for deciding how to handle any AI task

Deciding when to automate or hire is hard. This framework walks a small business through five options for any task so you pick the one that fits.

May 30, 2026

When buyers can verify your claims in seconds, marketing changes

4 min read / Marketing, AI & Work

When buyers can verify your claims in seconds, marketing changes

Marketing in the AI era rewards proof over spin. Here is how a small business can surface real evidence now that buyers can check claims in seconds.

May 23, 2026

The boring plumbing of agents is where the real value gets unlocked

4 min read / AI Agents, Infrastructure

The boring plumbing of agents is where the real value gets unlocked

Connecting AI tools to each other and to your systems is where the real value sits. Here is what a small business should look for as standards settle.

May 16, 2026

The narrow base every AI tool quietly sits on

4 min read / Infrastructure, Risk

The narrow base every AI tool quietly sits on

AI vendor dependency risk reaches every tool you buy. Here is how a small business can spot the chokepoints and avoid getting locked in or surprised.

May 9, 2026

The prompt-craft era is ending, and that is mostly good news

4 min read / Prompting, AI Strategy

The prompt-craft era is ending, and that is mostly good news

Writing better AI prompts matters less than it used to. Here is what a small business should invest in instead now that AI models keep getting more capable.

May 2, 2026

The AI writing move that actually works: stop asking it to write

4 min read / Workflows, Writing

The AI writing move that actually works: stop asking it to write

Using AI to write works better when you stop asking it to write. A small business method that keeps your voice while AI handles the thinking and the editing.

April 25, 2026

Why an agreeable AI is a problem, not a feature

4 min read / AI Agents, Risk

Why an agreeable AI is a problem, not a feature

Getting honest feedback from AI is hard when models are built to agree. A small business guide to engineering disagreement so AI review actually catches mistakes.

April 18, 2026

When the AI boom slows, the question is which kind of wall it hits

4 min read / AI Strategy, Markets

When the AI boom slows, the question is which kind of wall it hits

AI hype vs reality comes down to which wall the boom hits first. A small business guide to staying steady whether the limit is capability, economics, or adoption.

April 11, 2026

The boring problem under the AI boom: the plumbing can’t keep up

4 min read / Infrastructure, AI Strategy

The boring problem under the AI boom: the plumbing can’t keep up

AI infrastructure costs can swing as power, chips, and data centers strain to keep up. How a small business can stay flexible when AI prices and capacity move.

April 4, 2026

What it means when a company treats AI like a team member, not a tool

4 min read / AI & Work, Teams

What it means when a company treats AI like a team member, not a tool

Using AI as a team member changes how work gets done. A small business guide to making AI a normal part of the workflow while people stay in the review seat.

March 28, 2026

The cheapest quality check for AI work is another AI

4 min read / AI Agents, Quality

The cheapest quality check for AI work is another AI

Checking AI output quality gets easy when you point a second AI at the first. A small business method for catching weak arguments before a client or investor does.

March 21, 2026

How to stop an AI agent from wrecking your data

4 min read / AI Agents, Safety

How to stop an AI agent from wrecking your data

AI agent safety for small businesses. Practical guardrails that keep an AI agent from deleting data or making destructive changes while it works at machine speed.

March 14, 2026

When building gets cheap, the product manager’s real job changes shape

4 min read / Product, AI & Work

When building gets cheap, the product manager’s real job changes shape

When AI makes building cheap, deciding what to build with AI is the hard part. A small business guide to choosing what deserves to exist and what to retire.

March 7, 2026

What daily AI use taught me about my own workflow

4 min read / Workflows, Productivity

What daily AI use taught me about my own workflow

Building an AI workflow that holds up takes more than speed. Lessons from a year of daily use on what to automate and what a small team should keep manual.

February 28, 2026

Treat AI output as a first draft, never a finished product

4 min read / Workflows, Quality

Treat AI output as a first draft, never a finished product

Reviewing AI output is where the value sits now. Treat every result as a first draft your small team checks and owns before it reaches a customer.

February 21, 2026

Leaderboard rankings won’t tell you which AI fits your work

4 min read / AI Strategy, Evaluation

Leaderboard rankings won’t tell you which AI fits your work

Choosing the right AI model is not about leaderboard scores. Build a small eval set from your real work so a small team can test any model in an hour.

February 14, 2026

When you scale AI agents, review becomes the bottleneck, not cost

4 min read / AI Agents, Operations

When you scale AI agents, review becomes the bottleneck, not cost

Scaling AI automation runs into review, not cost. When agents produce more than you can check, here is how a small team keeps quality from slipping.

February 7, 2026

Why companies are cutting roles in the AI era, and what to do about it

4 min read / AI & Work, Strategy

Why companies are cutting roles in the AI era, and what to do about it

AI and small business staffing decisions get murky when big firms cut roles and blame AI. How to read the trend and make your own work hard to automate.

January 31, 2026

Don’t marry one AI coding tool. Run several and route the work.

4 min read / AI Tools, Workflows

Don’t marry one AI coding tool. Run several and route the work.

Choosing AI tools for your business is not a one-and-done pick. Run several, route each task to the best one, and compare on your own real work.

January 24, 2026

Distribution beats raw model capability, and it isn’t close

4 min read / AI Strategy, Go-to-Market

Distribution beats raw model capability, and it isn’t close

Getting business value from AI is less about the smartest model and more about owning your customers and data. What that means for a small business.

January 17, 2026

Stop chatting with AI and start handing it real work

4 min read / Workflows, Productivity

Stop chatting with AI and start handing it real work

Delegating tasks to AI beats endless chatting. A simple loop small teams can use to hand scoped work to an agent, review it, and get real time back.

January 10, 2026

Never build a critical workflow on a model you don’t control

5 min read / AI Strategy, Resilience

Never build a critical workflow on a model you don’t control

Avoiding AI vendor lock-in keeps your small business running when a model changes or disappears. Separate the job from the tool and stay portable.

January 3, 2026