# Not Just "Intelligence" - Why Building Tools To Unlock The Power Of AI Is Essential To Success *By James Hills — Updated November 2026* Written by: [James Hills](https://flowmediamarketing.com/james-hills.html) Published: 09 November 2026 Last Updated: 09 November 2026 Hits: 20Reading time: 06:02 The biggest shift in my business over the past year didn't come from adopting a smarter AI model. It came from building my own tools around multiple models so that publishing a roundup, managing my media kit or cleaning up the back end of a website is a repeatable process instead of a one-and-done AI experiment. Here is what I've built for my travel and lifestyle publishing network, what it cost, and why the subject matter experts inside your own organization, not the AI, should be the ones directing what you build. **What I Learned As An AI Tool Builder****Article Index** While some of my peers in the blogging and publishing space have focused on simply blasting out thousands of pages of AI content the real innovation for myself and our businesses is building out a platform that will allow us to have a sustainable future regardless of whether or not I use Claude, Kimi, DeepSeek, GLM or ChatGPT. - Most business software is either built for enterprise teams or designed to look good in a demo, and neither fits how small businesses get work done. - Tools turn AI from a one-time result into a repeatable process you can maintain, fix, and extend. - A 20-product gift guide used to take days, and a roundup now takes a couple of hours or less. - The person who knows the work has to drive the build, and the agent's job is to recommend, not decide. - It isn't cheap or fast, but the result is a stack you own and can fix the day a security hole turns up. 1. [Why Enterprise Software and Pretty SaaS Apps Fail Small Businesses](https://flowmediamarketing.com/blog/building-tools-to-unlock-the-power-of-ai.html#why-enterprise-software-and-pretty-saas-apps-fail-small-businesses) 2. [The Tools I Built To Run a Publishing Network With AI](https://flowmediamarketing.com/blog/building-tools-to-unlock-the-power-of-ai.html#the-tools-i-built-to-run-a-publishing-network-with-ai) 3. [From Days of Work to a Couple of Hours for a Holiday Gift Guide](https://flowmediamarketing.com/blog/building-tools-to-unlock-the-power-of-ai.html#from-days-of-work-to-a-couple-of-hours-for-a-holiday-gift-guide) 4. [Let the Subject Matter Experts in Your Organization Direct What AI Builds](https://flowmediamarketing.com/blog/building-tools-to-unlock-the-power-of-ai.html#let-the-subject-matter-experts-in-your-organization-direct-what-ai-builds) 5. [What It Costs To Build Your Own AI Tool Stack](https://flowmediamarketing.com/blog/building-tools-to-unlock-the-power-of-ai.html#what-it-costs-to-build-your-own-ai-tool-stack) 6. [Start Building Your First Tool With a Conversation About Your Business](https://flowmediamarketing.com/blog/building-tools-to-unlock-the-power-of-ai.html#start-building-your-first-tool-with-a-conversation-about-your-business) I still hear a lot of people say, "I'm going to have Claude design my new website template, but I'm worried I won't be able to fix it." That worry is exactly right, and tooling is the answer to it. That applies to more than your website. The same approach works for every business process you run. ## Why Enterprise Software and Pretty SaaS Apps Fail Small Businesses One of my biggest breakthroughs this past year was seeing why so much software never fit my business. Most tools are either built for enterprise customers, which makes them poor at getting real work done for small and medium businesses, or they are too cute, designed to attract people who assume that because it looks nice it will work. In my experience, stuff like Salesforce or HubSpot is really difficult for a small operation. I used to work with Adobe Analytics, and it sucked. It felt like it was developed by a committee somewhere, and by the time the feedback trickled through to development, it wasn't sharp anymore, and decisions seemed to be made by people who only knew code. On the other end, apps like Sprout Social and a lot of small-business CRMs look great, but they aren't always functional. ### Turning a UGREEN NAS Into a Dev Server for Vibe Coding How a UGREEN DXP4800 Plus became a dedicated dev server for vibe coding with Claude Code. Staging sites locally, sandboxing AI agents, and why you don't need another machine. FlowMediaMarketing [Read More](https://ads.flowmediamarketing.com/go/n-UFMZKwB9jtMeC0oS66nw.647) ### Building Checks That Can't Fail: Why You Need To Direct Your AI Agents To Test, Debug And Fail Loudly Why AI-built software needs checks that can fail, processes that stop on bad input and synthetic users walking the app before a human reviews it. FlowMediaMarketing [Read More](https://ads.flowmediamarketing.com/go/n-UFMZKwB9jtMeC0oS66nw.2489) ### How I'm Transforming My Blogging Strategy To Develop, Currate and Publish Original High-Quality Content How FlowContent replaced AI slop with interviews, surveys and roundups, and how any small publisher can start gathering original, expert-sourced content this week. FlowMediaMarketing [Read More](https://ads.flowmediamarketing.com/go/n-UFMZKwB9jtMeC0oS66nw.2486) Promoted by FlowAds ## The Tools I Built To Run a Publishing Network With AI Over the past year, I built a set of tools for publishing and curation, plus tools that run the business behind the sites: - **FlowContent** - interviews, surveys, roundups and pitch intake, with follow-ups and thank-you notes built in. - **FlowMediaKit** - the media kit page and the asset library behind it. - **FlowFiles** - a file manager for the websites. - **FlowMap** - the infrastructure for how our pages are described to AI agents and search crawlers. - **FlowDB** - a database manager for fast backup dumps, direct table edits designed to be rolled back, and monitoring of database changes and security. - **FlowAds** - contextual ad and affiliate placement inside articles. - **RivuFlow** - internal linking across the network. - **FlowAI Manager** - one place to manage every AI key and model our apps use. FlowContent is the workhorse. It was "ready to use" 10 months ago ... but it still isn't done ... it probably never will be, because I keep pushing it to do new things and remove friction. FlowMap, FlowFiles, FlowMediaKit and FlowDB are relatively mature now, which is why we're moving them to a public channel for download, with paid premium versions to follow. [FlowMap](extensions/flowmap.html) and [FlowFiles](extensions/flowfiles.html) are the first two available. ## From Days of Work to a Couple of Hours for a Holiday Gift Guide A 20-product holiday gift guide for ManTripping used to take days. It was sometimes worth it, because you'd typically get a bunch of free product. Now I can generate a roundup in a couple of hours or less, which means I can still do the big guides and also cover the smaller, cool product pitches that used to get ignored. The tooling handles the repetitive work: pitches are recorded, sorted and graded, requests for more information go out, the roundup is published and thank-you notes are sent. What still needs me is checking on submission status and making sure each roundup works editorially, instead of being 10 random products or destinations thrown together for no apparent reason. Photos are the biggest challenge. You can pull images from a brand's website, but that isn't the right approach. That's why the tracker and checklist features in our tooling are so helpful. I can look at 300 submissions, sort by the ones that still need photos, and either leave an item out or click once to send the PR contact a request for images. ## Let the Subject Matter Experts in Your Organization Direct What AI Builds My organization is unusual because right now it's just me, and my expertise is in publishing, marketing and travel. I could build a tool for what I perceive as a need in healthcare, but the best I could do is make something I thought was right. In your organization, start by identifying the friction points. AI isn't "Claude, go fix this." It's the subject matter expert describing what's needed, what's missing from the workflow, which customer feedback needs to be addressed, and what your salespeople or the folks in the field are stressed out about. I face the same problem with my own agents, which will happily say "I've decided to do it this way," because that's all they know. So I flip the script. When there's a decision, I always ask, "What's your recommendation, and why?" Then I correct the recommendation. I'm driving the development, and the result is a tool designed for me and my organization. ## What It Costs To Build Your Own AI Tool Stack This was not a cheap process. I spend more than $200 a month on AI subscriptions alone, across Claude Code, Codex and OpenCode, plus hardware and hundreds of hours a month building the stack, and we're not done. But by my estimate, buying a stack like this as a business owner would cost thousands of dollars a month. Now it's mine. I control it, I can tweak it to add new features, and more importantly, I can fix holes fast when security flaws are discovered. I'm not perfect, but this is the paradigm shift that AI models plus AI tooling unlock: I can create anything I want now, and after building out the infrastructure, tools, processes and skills, doing a task today is much easier than it was a year ago when I started. This approach isn't right for everyone. I get job offers to build systems for other organizations that replicate some of this work. Most aren't ready for me, but every business needs to start thinking about this. ## Start Building Your First Tool With a Conversation About Your Business Start simply, by having a conversation with ChatGPT or Claude. Don't let yourself get pulled into believing that you're awesome just because the agent tells you your ideas are great - AI psychosis is a real danger. Don't start creating things at random based on the agent's advice, or treat what the agent says as gospel. ONLY YOU know your business. You are the expert, the agent can help though. So chat with it. Ask your agent questions, describe scenarios where you hit friction and build a team that creates tools that are right for your business. A practical first project is to fork an open-source tool on GitHub, such as a file manager, and ask Codex or Claude Code how to add the one feature you wish it had. Learn, listen, ask questions ... and before long you'll be able to create your own tools too. --- ***Thanks for reading. We hope this was helpful!*** --- Written by: [James Hills](https://flowmediamarketing.com/james-hills.html) Pro-Blogger James Hills is the founder of FlowMediaMarketing.com and runs a network of travel and lifestyle publications including ManTripping.com and CruiseWestCoast.com on a stack of publishing and site-management tools he built with AI coding agents. For media inquiries on AI tooling and process design for small businesses, contact James at FlowMediaMarketing.com. ### Related Articles #### Building Checks That Can't Fail: Why You Need To Direct Your AI Agents To Test, Debug And Fail Loudly [Building Checks That Can't Fail: Why You Need To Direct Your AI Agents To Test, Debug And Fail Loudly](https://flowmediamarketing.com/blog/checks-that-cant-fail-ai-agent-testing.html) #### FlowGate: The Release Process That Turns AI-Built Apps Into Real Products [FlowGate: The Release Process That Turns AI-Built Apps Into Real Products](https://flowmediamarketing.com/blog/flowgate-release-process-for-ai-built-apps.html) #### I Turned My NAS Into a Development and Testing Server, Here's What I Learned [I Turned My NAS Into a Development and Testing Server, Here's What I Learned](https://flowmediamarketing.com/blog/nas-development-testing-server-lessons-learned.html) ### Latest News Updates: #### How I'm Transforming My Blogging Strategy To Develop, Currate and Publish Original High-Quality Content [How I'm Transforming My Blogging Strategy To Develop, Currate and Publish Original High-Quality Content](https://flowmediamarketing.com/blog/gathering-original-high-quality-content.html) #### Building Checks That Can't Fail: Why You Need To Direct Your AI Agents To Test, Debug And Fail Loudly [Building Checks That Can't Fail: Why You Need To Direct Your AI Agents To Test, Debug And Fail Loudly](https://flowmediamarketing.com/blog/checks-that-cant-fail-ai-agent-testing.html) #### FlowGate: The Release Process That Turns AI-Built Apps Into Real Products [FlowGate: The Release Process That Turns AI-Built Apps Into Real Products](https://flowmediamarketing.com/blog/flowgate-release-process-for-ai-built-apps.html) #### Overcoming The Challenge Of Transforming Your Blog From Writing About Others To Writing About You [Overcoming The Challenge Of Transforming Your Blog From Writing About Others To Writing About You](https://flowmediamarketing.com/blog/writing-about-others-to-writing-about-you.html) - - Flow Media Marketing is based in Southwest Michigan. Learn More About Our People and Brands: - [James Hills](https://flowmediamarketing.com/james-hills.html) - [Heather Hills](https://flowmediamarketing.com/heather-hills.html) - [Flow Media Marketing](https://flowmediamarketing.com/flow-media-marketing.html) - [Flow Voyages](https://flowmediamarketing.com/flow-voyages.html) - [Cruise West Coast](https://flowmediamarketing.com/cruise-west-coast.html) - [Couple Places](https://flowmediamarketing.com/couple-places.html) - [MenWhoBlog](https://flowmediamarketing.com/menwhoblog.html) - [ManTripping](https://flowmediamarketing.com/mantripping.html) - [The Grape Stomp](https://flowmediamarketing.com/the-grape-stomp.html) --- *Source: [Not Just "Intelligence" - Why Building Tools To Unlock The Power Of AI Is Essential To Success](https://flowmediamarketing.com/blog/building-tools-to-unlock-the-power-of-ai.html)* **Tags:** Agentic Coding