Jay Thornton

I’ve spent the last year trying to figure out why automation still feels broken — even when it’s working exactly as designed.

Triggers fire. Sequences run. Messages go out on time. On paper, everything is functioning. But in practice, automated communication often feels disconnected, mistimed, or oddly unaware of what’s actually happening.

That gap isn’t caused by a lack of tools. It’s caused by a lack of context.

Most automation systems are built around rules, not understanding. Something happens, so something gets sent. There’s no awareness of why the event occurred, what came before it, or whether the message still makes sense in the larger story.
That distinction matters more than most teams realize.

Why Rules Alone Don’t Scale Relationships

Rules are binary. Either a condition is met or it isn’t. But real business interactions don’t work that way.
A lead fills out a form after a sales call, not before it. A customer opens an email while already deep in a buying process. A follow-up arrives after the decision has been made — just not in your system.
When automation ignores those realities, communication becomes noise. It may still get opened. It may still technically “perform.” But it stops feeling intentional. At scale, that’s costly. Not just in unsubscribe rates, but in trust.

Context Changes Everything

Context-aware automation behaves differently. It doesn’t ask, “Did this event happen?” It asks, “What does this event mean?” That shift requires seeing more than one data point at a time. It means understanding engagement history, sales activity, timing, and intent — and using that broader picture to decide whether a message should be sent at all.

AI doesn’t fix this by default. Most AI in email tools is just a faster way to send the wrong message. The problem was never speed. It was awareness.

Fragmented Systems Can’t See the Whole Story

I’ve watched this firsthand. CRM data in one tab. Email platform in another. Sales notes in a third. Each system confident it’s doing its job, none of them aware of the others.

When systems can’t see the whole story, automation can’t act intelligently.

Bringing those signals together — behavior, engagement, timing, and outcomes — is the difference between automation that executes and automation that understands.
What I’m Building Toward

This is the gap I’ve been thinking about for the last year. Not smarter emails. Not cleverer sequences. Better decisions.

At LeadMachine.fyi, I’m designing automation around shared context — not just email triggers. The goal isn’t to send more messages. It’s to surface the right action at the right moment, based on what’s actually happening across a business, not just inside an inbox.
When automation understands context, it stops feeling automated. It starts feeling considered.

That’s the direction I’m pushing — both in how I think about systems and in what I’m building.
Because communication doesn’t break when tools fail. It breaks when understanding is missing.

~jt

Have questions or comments? Get in touch! I can even schedule a demo!

I’ve spent most of my career building SaaS products around a simple question:

Does this actually make someone’s work clearer and easier?

Over time, I’ve become increasingly skeptical of software that promises transformation but delivers more complexity. This is especially true in the CRM space. Most CRMs today are very good at collecting data and very bad at helping people understand what to do with it.

They track activity, store contacts, and generate reports. But when you ask the questions that matter in the moment, the answers are usually buried.

That gap isn’t a data problem. It’s a clarity problem.

That gap is why I built LeadMachine.

LeadMachine is an AI-enriched CRM designed around decision-making, not record keeping. The goal isn’t to add more dashboards or automate everything in sight. It’s to reduce noise, surface signal, and help teams understand what actually matters right now.

You can see the product and its thinking at https://leadmachine.fyi.

Functional AI, Applied Where It Matters

I’ve written before about my skepticism toward AI for AI’s sake. The same rule applies here as it does everywhere else I build software:

If AI doesn’t make something clearer, faster, or genuinely more useful, it doesn’t belong in the product.

LeadMachine uses AI in a functional way. It analyzes patterns across leads, companies, and user activity and turns that information into summaries, priorities, and context. Instead of forcing users to interpret raw data, the system helps interpret it for them.

This isn’t about replacing human judgment. It’s about supporting it.

When applied thoughtfully, AI becomes a compression tool. It shortens the distance between data and understanding. That’s the role it plays inside LeadMachine.

A CRM That Respects Attention

One of the things that frustrates me most about modern SaaS is how little respect it shows for user attention. More features, more alerts, more tabs, more noise.

LeadMachine is intentionally opinionated in the opposite direction.

It focuses on:

• What’s changing
• What’s stalled
• What needs attention today
• What activity is actually moving the needle

Not everything needs to be visible all the time. Not every data point needs equal weight. Good software makes tradeoffs on behalf of the user.

That philosophy runs through every part of LeadMachine.

Why This Matters Now

CRMs were built for a different era. An era where manual follow-up was expected and insight came from end-of-month reports. That world doesn’t exist anymore.

AI changes the expectations. Teams no longer need more data. They need better understanding.

LeadMachine is my attempt to build a CRM that reflects that shift. A system that acts less like a database and more like a thinking partner.

If you’re interested in where CRMs are headed, how AI can be applied responsibly, or what it looks like to build modern SaaS with clarity as a first principle, you can explore more at https://leadmachine.fyi.

I’ll continue writing here about the ideas, decisions, and lessons behind the product. Not as announcements, but as an ongoing exploration of how software should work when it’s built with intent.

I’ve been building SaaS platforms for over a decade now, and for the past two years, I’ve been focused on how AI can be thoughtfully integrated—not as a gimmick, but as a functional layer that improves the product experience. Every platform I’ve worked on—whether CRM, scheduling, or internal tools—has pushed me to ask better questions: What’s essential? What’s scalable? What genuinely improves how people work?

It’s easy to get distracted in this space. New frameworks. Shiny plugins. AI hype. But under all that,

Good software is still just a series of thoughtful decisions—stacked carefully and built to last.

That’s where I try to stay grounded.

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Let’s Talk About AI (But Actually Talk About It)

AI is everywhere now—and too often, it’s thrown at problems it doesn’t actually solve. I’ve seen “AI-powered” features that are basically autocomplete in a trench coat. So I set a rule for myself:

If AI doesn’t make something faster, clearer, or less manual—I don’t ship it.

In the platforms I’ve built, AI shows up only where it earns its place:

• Smarter lead management and routing based on real usage patterns
• Context-aware interfaces that adapt by role, behavior, and history
• AI-generated summaries and insights that reduce busywork
• Natural language prompts to surface actions faster

When done right, AI disappears into the workflow. It’s invisible, seamless, and useful. If it feels like an add-on, it probably is.

Modular Everything (Because Flexibility Is Freedom)

One of the biggest unlocks this year has been leaning into modular development—especially when you’re iterating fast or supporting multiple use cases.

I’ve rebuilt core parts of these platforms using modular PHP and JS components so that every element can be reused, tested, and evolved independently. Scoped scripts. Smart defaults. Minimal bloat. Not glamorous—but it’s what keeps the product moving.

• A dynamic modal system used across profiles, leads, users, and settings
• Reusable search and filter logic that adapts to any dataset
• API-first routes that simplify mobile extensions and third-party tools
• Granular role logic that does more than just restrict access

The mindset is simple: Can this scale without becoming brittle? If not, I refactor until it can.

Testing Early, Testing Often

Here’s the part most indie devs gloss over: testing.

I’ve been leaning into lightweight automated testing and soft CI—not because I’m chasing “enterprise best practices,” but because I’ve lived the pain of broken updates. I’d rather catch issues with a validation layer than rely on luck and late-night QA scrambles.

• Backend tests to validate logic, input, and permissions
• Frontend sanity checks for key flows
• Change logging that helps me trace “what changed and why”

Testing doesn’t slow you down—it frees you up. It lets you move fast without fear. That’s a lesson I wish I’d absorbed earlier in my career.

I’m still obsessed with building software that respects people’s time. That removes friction. That feels intuitive from day one—and quietly improves behind the scenes.

If you’re building with the same mindset—modular, human-first, and focused on solving real problems—I’d love to connect and swap notes.

You can find me across social platforms at @jaythornton000, or reach out directly via my contact page.

There’s still so much to build. But it’s better when you build it right.

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Want to Learn More?

Ask a question.

After a whirlwind week last week, capped off by a cross-country road trip to deliver my Golden Retriever, Gordo to his new home, i was greeted with a hurricane warning. Ahhh, Florida.

Nicole didn’t seem too angry but she was pointed right at us. After last month’s near miss with Hurricane Ian, we still took no chances, secured our house and helped where we could with family and friends and picked up a big bottle of Rum… just in case. Turns out, we did it right.

That eye shot is right over our house. Nailed it. We were both prepared and lucky. The house was recently remodeled and built like a bunker. Storm windows, roof, and doors held up fine. I slept through her midnight arrival. We even had power when I woke up. Not so much with internet but that was restored later in the morning. We’ve since cleaned the yard, cleared the hot tub, and started cleaning the pool, but not before a beach walk to see what was left.

Some of our neighbors lost trees, fences, signs, kayaks, etc. but nothing too major in our little neighborhood. One of our favorite restaurants was leveled a little north of us though, so some were definitely not so lucky as us.

We’ll be cleaning through the weekend and helping where we can. We hope all our Space Coast neighbors are doing well and please let me know if you need anything. Now we’re just hoping this doesn’t further delay Artemus. 😬

Related

First, a thank you to everyone for the well wishes, texts, calls, & oh so memorable photos from years past. It’s always humbling to hear from the tribe of which you’ve been blessed to become a part via firehose on a single day. The big birthday weekend was a blast with a quick trip to Palm Beach for dinner, a comedy show, & a day on the boat with old friends and new. We wrapped it up with dinner at my dad’s place for the best swordfish I’ve ever eaten. Truly a great weekend.

As always, a birthday lends itself to reflection on choices made, efforts put in, and what can be done moving forward. All I can say is that this year has been a growth year. People have changed, places have changed. I’ve made mistakes, I’ve fallen off the rails a couple of times but attention, focus, and love are winning out.

I’ve spent 2022 working toward a few big hairy goals:

• An average of at least 1 hour in the gym per day with targeted goals and timelines.
• Optimal clean food & drink to feed this machine I work so hard.
• Significant reduction in beverage… my poison of choice, to keep my mind focused and my ambition heightened.
• Accept nothing less than what I’m worth for the work that I put into a project or person.

I’ve got the best life coach a person could wish for. Carol my Love, you mean the world to me and I’m working hard to earn the love you’ve shown and taught me. You were right so many years ago. Love Wins! You want to be successful in business? Do what you love. You want to live a peaceful life, surround yourself with those who you love and want the best for you. You want true joy? Love yourself and do the things that prove that you do, every day.

At home we’ve picked up biohacking and made it a priority. A combination of clean living, organic foods, research, hard work, and data points (my favorite) are helping us to life a happy, motivated life together. We’re active and picking up new sports and hobbies because it feels good.

I’m automating the minutia of life and focusing on the big rocks to keep me focused. All these years in consulting and I’m finally heeding my own advise. My professional projects are fun and rewarding and I don’t drown myself in the tedium.

I’m growing my consistency in the things that make me a better human. Workouts are becoming more focused, even when I’m dragging or lacking motivation. I’m picking up the PHONE for a change and learning to have real conversations. It’s a lost art that is truly rewarding. I’m showing gratitude for every one and every thing I’m blessed with in this amazing little life.

Finally, I’m opening my self up to the amazing that is yet to come. I know this life is a great one and I’m looking forward to all it will become for all of us together. If you see me say hello! If I’m in the gym, wave or yell. I’m probably zoned out with the music blasting in my AirPods. If you’re interested in something I post, get in touch! I’ll connect you with whomever I can.

I can’t thank my love, Carol, my business partners, and my long time friends enough for the year I’ve had and I look forward to more awesome through the coming year. Let’s make this our best one yet!

Want to put all your marketing and personal skills to the test? Throw a huge event, states away, with a short lead time. We’re doing just that. 

I’ve had the privilege of connecting with the amazing team at Clandestine Events + Experiences out of Austin, TX to assist in what they do best. They make magic happen. They’re the Life of Your Party! Collectively we’re tasked with putting together a festival of food, drink, and entertainment that is wholly Louisville. We’ve teamed with local non-profit partners to match a collection of more than 20 nationally recognized barbeque pitmasters  with as many more bourbon distillers of world renown to host Bourbon & Barbeque, Louisville.  Together they will offer a chef’s kiss of perfectLy paired dishes and drinks that speak to the uniqueness that is Louisville, KY. 

Through site visits, local involvement, and generous product sampling ;)… we’re combining a mix of digital presence, social outreach and syndication to quickly get the word out about this amazing real-world experience that Clandestine is putting together. Look for everything from live music to a fully programmed education pavilion to complement the food and drink and for the REAL experience, make sure you go VIP. Our team and sponsors are going all out to make every minute of Bourbon & Barbeque, Louisville the first of what will become the go-to annual event on the Waterfront. 

More on the subject…

We recently wrapped up our latest adventure, & my birthday, in France. It was a pretty far kick from our typical islands, boats, & tiki bars but now that we own a home in paradise, the call of historical opulence that invariably altered a lot of my favorite small rocks in the Caribbean had to be answered. Wheels up, y’all.

The plan sounded a little complicated but made perfect sense to us. Great hotels, local fare, see the whole region, and do it on points to keep the spend to a minimum. The plot was Home to Paris to Épernay to Versailles to Paris to Home and with a little planning it actually went off without too many hitches, thanks to an abundance of planning ahead of time.

The biggest tip I can give you? Get your QR code taken care of ahead of time.

France, like a lot of the rest of the world, is tracking vaccinations & testing pretty tightly. You can provide qualified vax proof to the French government ahead of time and get your QR before you fly. They’ll ask for it in French customs and flag you right through, after a quick scan. You’ll also need it for basically any indoor activity you’ve got planned. If you’re not vaxed, you can get a test at a local pharmacy when you get there and they’ll issue you a QR for about €40. You’ll just have to do it every few days. I’m not going to start a war of words here, but you get the easier/cheaper route here, I’m sure. Since we were fully vaccinated, the country was ours to explore.

We did the Paris Opera House district for a couple of days, moved on to wine country, then to Versailles for my birthday, and then back to the city for a night with Eiffel Tour views, and then back to the Vendôme area until our flight back, wandering the amazing hotels, museums, churches, & shopping during the last days of Paris Fashion Week. Funny happening… we shared a hotel with Cardy B, so we got the full paparazzi treatment every time we arrived to or left the hotel. Always fun.

Throughout the trip, I pulled my usual geekery and involved my favorite tech gadgets throughout. My Lucyd Lytes provided real time walking directions everywhere with connection to Siri to get us everywhere we wanted to go without being those tourists, walking these historic streets heads-down in a phone. Another great way to infuse tech into your daily wanderings. Check them out here and tell them I sent you.

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Oh… and one last tip. Get the Abbot home PCR tests for your trip home. Saves a ton of time and you can do them from your hotel the night before your return flight.

We’re getting ready for the next exploration run to bring the best tastes from abroad back to Northwest Arkansas. This time around, it’s St. Kitt’s and Nevis to visit the Brinley Shipwreck Rum distillery! I’ve had the pleasure of sampling their products in the islands previously and in South Florida, which is the closest I’ve seen it sold, in the US. I’m looking forward to meeting the Brinley family and learning all about their great product line. Fingers crossed we’ll be able to bring it back exclusively to Wellington’s & the Reserve!

And then… we sail!

After the distillery tour and island exploration we’re off for a little personal time in Antigua with Tradewinds. Really looking forward to a week with these guys.

Admittedly, it’s been a minute since I’ve visited this page. I guess it’s time to explain why. Ladies and gentlemen, I give you my latest project; Wellington’s and The Reserve.

Wellington’s and The Reserve are the brain child of four local entrepreneurs who were looking for a better lounge, cigar & whiskey bar, and restaurant in the area. The other partners and I have pulled inspiration from favorite venues and locales worldwide and are about to offer Northwest Arkansas a taste of something entirely different. Premium whiskeys, cigars, and top notch food for an entirely greaseless kitchen.

Construction and inspections are almost completed and we’ll be announcing our opening date very soon. Visit the website, join the mailing list, and be among the first to know of our grand opening.

https://wellingtonnwa.com

Cheers!

We are here to laugh at the odds and live our lives so we’ll that death will tremble to take us.

Charles Bukowski