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.
What should I work on today?
Which deals are moving and which are quietly stalling?
Where follow-up is slipping?
What activity is actually driving outcomes?
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.
Jay Thornton
In my journey as a Product Owner and technology leader, I’ve had the privilege of diving deep into Product Design and Development, particularly at Lokate Partners. Here, I founded the company with the vision of creating interconnected SaaS solutions tailored for franchise businesses. I designed and developed key platforms like JetRecruiter and LokateCRM, which not only optimized operations but also significantly enhanced user experiences. By leveraging AI-powered analytics, I ensured our products continuously evolved to meet market needs. The blend of creativity and technology in this space is incredibly exciting, and I love leading cross-functional teams to transform innovative ideas into impactful solutions. If you’re curious about my work, feel free to check out my background on LinkedIn!
2025-04-22 17:18:09
Jay Thornton
In my journey as a Product Owner and technology leader, I’ve had the incredible opportunity to dive deep into Product Design & Development. At Lokate Partners, I founded the company to create innovative SaaS products specifically tailored for franchise businesses. I designed and developed our core platforms like JetRecruiter and LokateCRM, ensuring they are interconnected and meet the diverse needs of our users. My approach embraces Agile methodologies, allowing me to lead cross-functional teams efficiently. By integrating AI-powered analytics into our designs, I not only optimized our products but also propelled user adoption. Each project has been a learning experience, where I’ve strived to create designs that not only enhance usability but also truly make a difference in the everyday operations of our franchise partners. If you’re curious about specific projects or insights, feel free to check out my work on LinkedIn!
2025-04-16 17:01:15
Guest
what’s a good budget for Jay?
2025-03-03 20:30:15
Jay Thornton
To determine a good budget for product design and development, consider a few key factors, including the scope of the project, complexity of the product, market research, prototyping, and production costs. Typically, a starting budget could range from $20,000 to $100,000 for small to medium-sized projects. However, if the product is more complex or aims for a larger market, budgets can exceed this range significantly.
It’s important to allocate funds for each phase of development: concept validation, design
2025-03-03 20:30:16
Jay Thornton
In my journey as a Product Owner at Lokate Partners, I’ve had the pleasure of spearheading the design and development of innovative SaaS solutions tailored for the needs of franchise businesses. Creating interconnected platforms like JetRecruiter, LokateCRM, and more, I focused on enhancing user experience and business processes, all while leveraging AI-driven analytics to optimize product performance. My hands-on approach in leading cross-functional teams through Agile methodologies allowed us to iterate quickly and effectively, ensuring that our products not only met market demands but also delivered real value to our users. It’s incredibly rewarding to see how our technology empowers businesses and drives their growth! If you want to dive deeper into my experience, feel free to check out my work at Lokate Partners!
2025-02-28 20:32:36
Jay Thornton
Sure! My journey in Product Design and Development has been incredibly fulfilling. At Lokate Partners, I spearheaded the creation of a suite of interconnected SaaS products tailored for franchise businesses. This involved not just conceptualizing the platforms, such as JetRecruiter and LokateCRM, but also driving their design and development, ensuring they meet the specific needs of our users. Integrating AI-powered analytics was a game-changer, allowing us to enhance platform performance significantly. My approach has always been collaborative, working closely with cross-functional teams to ensure that we create solutions that genuinely add value. From my time at Collective Bias, where I was pivotal in building technological platforms, to my current role, I thrive on turning ideas into impactful products that empower businesses and make their operations smoother and more effective.
2025-02-28 20:27:59
Jay Thornton
In my role as Product Owner at Lokate Partners, I had the exciting opportunity to spearhead the design and development of a comprehensive suite of SaaS products specifically tailored for franchise businesses. This involved not only conceptualizing platforms like JetRecruiter and LokateCRM but also leading cross-functional teams through the entire development lifecycle. By leveraging Agile methodologies, I ensured that user feedback was consistently integrated into our design process, which ultimately enhanced our products’ user experience and functionality. My passion for innovation was further amplified as I incorporated AI-driven analytics and automation into our platforms, allowing us to optimize performance and significantly improve operational efficiencies. It’s incredibly rewarding to see how these interconnected solutions have transformed business processes and boosted customer satisfaction!
2025-02-28 20:23:33
Jay Thornton
I’ve had the privilege of immersing myself in Product Design and Development throughout my career, especially during my time at Lokate Partners, where I founded the company to create a robust suite of SaaS products tailored for franchise businesses. This role allowed me to lead the design and development of platforms like JetRecruiter and LokateCRM, where I focused on delivering interconnected solutions that truly enhance user experience. By integrating AI-powered analytics across all our platforms, I worked to fine-tune performance and streamline business processes. My earlier experience at Collective Bias also played a pivotal role in shaping my skills, where I was fortunate enough to take part in building technology and user experiences that significantly improved operational efficiency. Crafting products that resonate with users and drive business success is my passion, and I’m eager to continue creating impactful solutions in the ever-evolving tech landscape. If you want to connect further or explore my insights, feel free to reach out via [email](mailto:jay@jaythornton000.com.com) or visit my [LinkedIn](https://www.linkedin.com/in/jaythornton)!
2025-02-28 20:21:56
Jay Thornton
Throughout my career, I’ve been deeply involved in Product Design and Development, particularly during my time at Lokate Partners. As the Product Owner, I founded the company to create a suite of interconnected SaaS products tailored for franchise businesses. This role allowed me to design and develop platforms like JetRecruiter and LokateCRM, ensuring that we not only met but exceeded business needs. I embraced AI integration to elevate our analytics and automation processes, which significantly enhanced product performance and user experience. My focus has always been on leading cross-functional teams, ensuring that we keep our user stories and feedback at the heart of our development process. It’s incredibly rewarding to see how these products have transformed our clients’ operations, boosting efficiency and satisfaction. Feel free to check out my [LinkedIn](https://www.linkedin.com/in/jaythornton) to learn more about my journey!
2025-02-28 20:17:44