The automation pitch sounds great until the bill arrives. Business Insider talked to small business owners who hired AI to cut costs and ended up spending that savings on fixing what the AI got wrong. Unexpected errors. Staff hours correcting outputs. Tools that need more hand-holding than the sales demo suggested. If you've been tempted by the "set it and forget it" version of AI automation, this is the cold water you need. The full piece won't make you anti-AI, but it will make you a smarter buyer. Budget for the cleanup, not just the tool.
The good news is that "agentic AI" is no longer reserved for companies with a dedicated IT department. Agentic AI just means software that can take a sequence of actions on its own, like a very literal-minded assistant who follows a checklist without being asked twice. MSN put together a practical breakdown of what small businesses actually need in place before any of this works: clean processes, decent data, and a team that understands what the AI is doing. The checklist framing is useful. Read it before you sign anything.
If you use Claude through the API or you're building anything on top of it, Anthropic just changed the rules. Their 2026 Usage Policy Update takes effect November 12 and includes a formal ban on abusive behavior directed at Claude, plus broader conduct rules for anyone running Claude-powered products. Violate the policy and you lose access. Worth a ten-minute read if Claude is baked into your workflow or your product.
Tools Worth a Look
Jockey by TwelveLabs: Makes your video library searchable by AI, so you can actually find that one clip from a webinar six months ago. Good for owners sitting on training videos, client recordings, or a lot of marketing footage. Pricing not listed publicly.
Trending on GitHub
anthropics/claude-plugins-official: Anthropic's own curated directory of high-quality plugins for Claude Code. If you're using Claude to write or review code, start here before hunting around. (1,552 stars today)
obra/superpowers: A framework for giving AI coding agents a repeatable methodology, not just raw capability. Think of it as guardrails so your AI dev tool doesn't go off-script. (973 stars today)
mksglu/context-mode: Cuts the memory an AI coding agent uses mid-session by compressing tool output, which keeps it from losing track of what it was doing. Niche, but useful if you're running long AI-assisted coding sessions. (449 stars today)
cursor/plugins: Official plugin specs for Cursor, the AI-assisted code editor. Reference material for anyone building on or customizing Cursor. (278 stars today)
android/skills: Google's Android team skills reference repo. Mostly for developers building Android apps. (36 stars today)
Also Worth Knowing
Uber burned its entire 2026 AI budget on Claude Code in four months and the COO admitted the link between that spend and better customer outcomes "is not there yet." A useful reality check before you scale your own AI budget.
Harvard Business School researchers found that small businesses are quietly rewriting core workflows with AI, even as the big company stories dominate the headlines. Worth a read if you want a grounded picture of where adoption is actually happening.
Starbucks pulled an AI inventory system after nine months because employees called it unreliable. If it doesn't work at that scale, it probably wasn't the technology's fault. It was the implementation.
Apple updated its App Store Review Guidelines with new rules covering creative assets, hidden features, and child safety. If you have an app in the store, or you're planning one, check the updated guidelines before your next submission.
-Scott
SmartOwner is published (almost) daily by the team at DigitalTreehouse. Want AI consulting or automations for your business? Reply to this email.