CUSTOMER SUCCESS STORY

From a Scientist's Health-Data Vision to a Real Mobile App

Jason Cooper spent more than two decades studying how nutrition, exercise, and health measurements connect. When he created the analysis engine behind Nucora, he turned to Technology Rivers to help transform that work into a thoughtfully designed iPhone and Android app.

“I built the analysis engine. Technology Rivers turned that into a real app.”

Jason Cooper (CEO, Nucora)

Jason Cooper Success Story | Health App Development | Technology Rivers 1

Hear Jason's Experience Working with Technology Rivers

Jason Cooper is a scientist and the founder of Nucora, a personal wellness application that brings health data together to help people understand their progress over time.

In this conversation, Jason shares how Technology Rivers helped turn his existing analysis engine into a real iPhone and Android app. He discusses the importance of healthcare experience, collaborative product design, transparent communication, and building a strong foundation for a product he had envisioned for years.

Client

Jason Cooper

Role

CEO, Nucora

Engagement

Initial Mobile App Development, Product UI/UX Design, Health-Data Connections, and Application Foundation

Industry

Consumer Health & Wellness Technology

Focus

iPhone & Android App Development, Health-Data Integration, Product Design, and Healthcare-Aware Software Development

Why Jason Values Working with Technology Rivers

For Jason, finding developers with the right technical skills was only part of the decision. He needed people he could trust with sensitive health information, collaborate with closely, and rely on to help make thoughtful product decisions.

Healthcare Experience That Informed Decisions

Because Nucora would handle personal health information, Jason specifically looked for a development team with health-app experience.

Technology Rivers demonstrated that understanding not only through its technical work but also by recognizing design language that could be interpreted as medical advice.

Design Guidance from the Beginning

Jason had developed the analysis engine, but building a mobile application was new territory.

Technology Rivers provided design directions, screen layouts, navigation, and interface copy that gave him concrete starting points and made product decisions easier.

Clear Communication and Direct Access

Wednesday check-ins and Slack communication helped Jason follow the app’s progress week by week.

When important decisions arose, he could speak directly with Technology Rivers’ CEO, Ghazenfer, keeping communication personal, responsive, and accessible.

Scope Discipline Without Sacrificing Quality

Jason frequently introduced new ideas as development progressed. Instead of allowing every idea to interrupt the schedule, the team maintained a wishlist, preserving future possibilities while protecting the work already underway.

That approach helped Jason keep his high standards for quality without losing focus on the first version.

“Communication and transparency, people who ask good questions, who listen well, who are fun to work with, and who care about the project and whether it succeeds.”

Jason Cooper (CEO, Nucora)

THE PRODUCT CHALLENGE

When Your Health Data Lives Everywhere, It's Hard to See What Really Matters

Your watch knows how you sleep. Your food log knows what you eat. Your training app tracks workouts. Your laboratory sends blood-test results, often as a PDF.

But what happens when you want to understand how those measurements relate to one another?

That was the problem Jason Cooper had been working through for years.

As a scientist, he understood the importance of measuring changes over time. He had spent 23 years experimenting with his own nutrition and training while following his health measurements.

Yet his information remained scattered across different sources.

Even using an AI chatbot required repeatedly gathering and uploading data to receive a single snapshot. Each time he wanted to revisit his information, he had to start again.

For Jason, one-time snapshots weren’t enough.

Meaningful personal insights required understanding patterns, relationships, and changes over time.

What Nucora Is Building

Nucora brings personal health information together so people can better understand their sleep, food, exercise, and laboratory results.

Rather than relying solely on generic health recommendations, the product analyzes a person’s actual measurements, baselines, and trends, then uses AI to explain the findings in plain English.

The goal is to help individuals better understand their wellness patterns and approach conversations with healthcare professionals with more informed questions.

Nucora is a wellness application, not a medical diagnosis or treatment service.

Where Technology Rivers Entered the Story

Jason had already developed the analysis engine and performed much of the analytical work manually.

What he didn’t have was a mobile application that could make that experience available beyond his own spreadsheets and processes.

Technology Rivers helped bridge that gap by developing the first version of the app and the initial connections needed to bring information from different health-data sources together.

The challenge wasn’t to invent Jason’s analytical methodology.

It was to help turn his existing work into an accessible digital product.

“Technology Rivers built the first connections that pull your watch, your food log, and your lab reports into one place. That's step one.”

Jason Cooper (CEO, Nucora)

FROM ANALYSIS ENGINE TO APPLICATION

Jason Built the Intelligence. Technology Rivers Helped Make It Accessible.

Jason was already comfortable with complex data, scientific analysis, and drawing conclusions from measurements.

His challenge wasn’t understanding the science. It was translating that knowledge into a mobile product other people could download and use.

Having developed the analysis engine himself, Jason needed an experienced team to build the application around it.

Technology Rivers helped create Nucora’s first mobile app version, including the initial connections and systems needed to bring information together.

For a bootstrapped founder, that early foundation was particularly important.

It allowed Jason to invest in the application infrastructure rather than attempt to learn mobile development from scratch.

TURNING COMPLEX INFORMATION INTO USABLE SCREENS

Starting with Strong Designs Made Every Decision Easier

Building a health application creates a particular user-experience challenge: people need to understand complex information without feeling overwhelmed by charts, terminology, and excessive text.

For Jason, who was building his first mobile application, the number of possible design decisions could have been daunting.

Technology Rivers’ designers helped establish a visual direction for Nucora. They proposed a color palette, interface elements, button layouts, screen organization, navigation, and written content.

These weren’t merely abstract recommendations.

Jason received useful initial designs that he could evaluate and improve.

He recalls identifying one screen as too text-heavy. The team returned with a reorganized version that responded to his feedback.

That process became an important part of the working relationship: useful initial design work, followed by collaboration and refinement.

DISCIPLINED PRODUCT DEVELOPMENT

Protecting the Schedule Without Losing Good Ideas

Like many founders building something new, Jason continued discovering opportunities as the product took shape.

He frequently brought new ideas to Technology Rivers during development.

Rather than incorporating every new request immediately, the team maintained a wishlist for ideas that could be considered later.

This helped protect the development schedule while ensuring suggestions weren’t forgotten.

It was an approach that suited Jason’s expectations.

He wanted a product he could feel proud of, but he also understood the importance of concentrating resources on the functionality that mattered most.

The team continued working through iterations as the application developed.

Cut scope, never quality.

A DEFINING PRODUCT MOMENT

From Uploading Spreadsheets to Seeing His Own Data Flow In

One of the most memorable moments Jason describes wasn’t a formal product milestone.

It was seeing his health information begin flowing into the application on his own phone.

Previously, he had spent considerable time downloading spreadsheets, reformatting files, and dealing with upload limitations.

Technology Rivers’ initial data connections helped establish the foundation for a more integrated experience.

Jason recalls the moment when he could connect his devices, see his information arrive automatically, and generate a personalized podcast from the app.

For him, this represented something much more engaging than another page of data.

HEALTHCARE-AWARE SOFTWARE DEVELOPMENT

Building for Personal Health Data Requires More Than Technical Skills

For Jason, the nature of the information Nucora would handle influenced his development-partner selection from the beginning.

He wanted a team that understood the importance of treating personal health data carefully.

Technology Rivers’ previous experience with health applications helped establish that confidence.

Understanding the Boundary Between Wellness and Medical Advice

One example stood out during the application’s design process.

A proposed screen presented a result using language suggesting that something “needs intervention.”

Ghazenfer questioned whether the wording could be understood as medical advice.

The phrase was removed.

It was a small but meaningful design decision, demonstrating awareness of the distinction between a consumer wellness experience and a medical recommendation.

Jason is clear that regulatory responsibility remained with Nucora and its own advisors.

What he appreciated was having a development partner that was also thinking carefully about these issues.

Sensitive Data and Privacy Expectations

Handling personal health information was a priority for Jason from the beginning.

He explains that Nucora follows practices consistent with HIPAA, while clarifying that HIPAA does not technically apply to a consumer wellness application like his.

Jason also emphasizes two important principles behind Nucora’s approach to data privacy: the company does not sell users’ personal health data, and that information is not used to train AI models.

That attention to sensitive data was one of the reasons Jason specifically looked for developers with previous health-app experience.

For him, working with Technology Rivers meant having a development team that understood why these considerations mattered from the beginning.

AI That Explains Real Measurements

Nucora’s approach begins with analysis of the user’s own information: baselines, trends, and changes across multiple measurements.

AI then explains those findings in more understandable language.

Jason developed the analytical engine, while Technology Rivers built the initial application foundation and data connections.

Nucora’s product experience also includes personalized AI-generated podcasts and conversational exploration of users’ information.

Jason describes easier self-experimentation with nutrition, sleep, and training as the next step in the product’s evolution.

A FOUNDATION FOR WHAT CAME NEXT

A Strong Foundation for Nucora's Next Chapter

Technology Rivers’ contribution to Nucora was especially important at the beginning, when Jason needed an experienced team to turn his existing analysis engine into a real mobile application.

As the founder of a bootstrapped company, Jason was deliberate about where to invest his early resources.

His priority was building a solid product foundation.

Technology Rivers developed the first version of the application, including the initial data connections and the systems behind the app.

That work gave Nucora a starting point for continued product development.

As Jason explains, the application people use today grew out of what Technology Rivers initially built.

For Jason, the value extended beyond having a functioning mobile app.

It was about taking something he had spent years developing and creating a product that could make his analytical work more accessible.

Technology Rivers helped him take that important first step.

One Personal Result That Reinforced Jason's Vision

Jason also describes what bringing his own health information together meant for him.

While pursuing a goal of building lean muscle, he saw little movement on the scale despite months of consistent effort.

But his body-composition measurements told a different story.

He had gained several pounds of lean mass while also losing fat.

Nucora helped him see a pattern that an isolated measurement couldn’t reveal.

He also describes using his food and weight records to estimate maintenance calories based on observed behavior instead of relying solely on generic formulas.

These are Jason’s personal experiences with Nucora, not clinical outcomes or generalized results for users.

THE BOTTOM LINE

A Strong First Version, Built with Care

Jason’s experience reflects what domain experts often need when creating their first software product: a development team capable of turning specialized knowledge into a usable application, without requiring the founder to become a software engineer.

For Nucora, Technology Rivers contributed more than the first version of the app.

The engagement provided a practical product-development process, early design direction, and a foundation the company could continue building upon.

What Stood Out to Jason

Trust

Working with people who understood the responsibilities associated with personal health information.

Collaboration

Regular communication, accessible leadership, and active discussion of decisions.

Product Judgment

Useful design guidance, attention to wording, and thoughtful decisions about what belonged in the first version.

Quality

A willingness to continue refining the experience to meet Jason’s expectations.

A Foundation for Growth

An initial application that could support continued product development.

Jason’s advice to other founders is especially relevant to scientists, clinicians, and entrepreneurs who understand their industries deeply but haven’t built software before.

He encourages them to identify the minimum functionality that demonstrates the product’s value, defer the extras, and maintain high standards for the experience they release.

“You all really got me started on something that I had been dreaming about for a long time and turned it into reality.”

Jason Cooper (CEO, Nucora)

The Full Conversation - Video Transcript

Jason Cooper, CEO, Nucora

The following transcript has been lightly edited for readability. Minor recording interruptions, repeated words, and obvious transcription errors have been removed. Timestamps follow the final edited video.

[0:00] What I didn’t have was an app on iPhone or Android that anyone could download. That’s what I came to Technology Rivers for. I built the analysis engine.

[0:09] Technology Rivers turned that into a real app.

[0:12] I’m Jason Cooper, and I’m the CEO of Nucora. By training, I’m a chemist. I have a PhD in chemistry, and I’ve spent years as a research scientist at the Berkeley Lab, a US national laboratory. So measuring things and making sense of messy data is what I’ve always done for a living.

I’ve also been my own longest-running experiment. For 23 years, I’ve been changing how I eat and how I train, and tracking what shows up in my blood.

[0:41] Nucora is what happens when those two things come together. It’s an app for iPhone and Android that brings your health data into one place: your sleep, your training, your food, and your lab results. And it explains it in plain English, so you can see how it all connects and what exactly is working for you.

[1:03] Before, my health data lived in pieces. My watch had my sleep, my lab sent me a PDF, and my food log was in a totally different app. None of it talked to each other.

And so I did what a lot of people do. I pasted everything into an AI chatbot. And it worked once. It gave me a decent snapshot of one moment in time. But back then, every time I came back, I was starting over from scratch.

[1:30] And pulling it all together again was a lot of work. And good health isn’t one snapshot, it’s how things change over time.

Technology Rivers built the first connections that pull your watch, your food log, and your lab reports into one place. That’s step one.

Step two, explaining what it all means together, and importantly over time, is what Nucora does.

[1:55] I tried bringing some of my data to my doctor to get her feedback on how to improve. And she said, rightly, that that wasn’t her job. Her job is to diagnose disease, and I didn’t have any.

I thought a lot of people have that experience. You get a blood test, you don’t have a disease, you go home. That doesn’t help you to see how to take good health and make it great.

So I’d been building the analysis side myself, the part that does the math on your own numbers and figures out what’s connected.

[2:22] Before there was any app, I was doing it all by hand for myself and for a few people close to me.

I remember thinking, if somebody offered this to me, I would pay them a lot of money for it. But nobody had it, and so I decided to build it.

[2:41] I’m a chemist by training. I’ve built plenty of things in the lab, but building an app wasn’t something I’d done before.

[2:48] When I decided to turn Nucora into a real app, I knew from day one that I’d be handling people’s health data. That changes who you hire.

And so I went looking specifically for a team that had built health apps before. Technology Rivers kept coming up at the top of my list.

I had a few early calls with Ghazenfer, their CEO, and his team. What mattered most to me was the relationship and the trust, and that I came out of those first conversations really glad I’d reached out.

[3:18] I talked to more than one firm. Technical expertise mattered, obviously. But what really mattered to me was the people.

Communication and transparency, people who ask good questions, who listen well, who are fun to work with, and who care about the project and whether it succeeds.

Technology Rivers had that, and that’s what made the difference.

[3:38] The team was involved right at the beginning, right where it matters the most, in a really collaborative process.

Their designers offered a design language, a color palette, button layouts, the screens, how everything was organized, even the content and the copy on the screens.

But it was a partnership. As they were building, I was giving feedback in real time, and we iterated a lot.

[4:03] I remember telling them one screen was too text-heavy, and they came back with it reorganized.

Their first versions were really good and genuinely useful starting points.

When you come into something like this blind with infinite possibilities, having a team give you direction and strong first versions makes decision-making a whole lot easier.

[4:24] The day-to-day experience working with Technology Rivers from the communication side was wonderful.

We had check-ins every Wednesday and Slack in between, and I could watch the app take shape week by week.

When something needed a decision, I could get time with Ghazenfer directly.

One thing that they did that I really appreciated was when I showed up with a new idea midstream, and I did that a lot, it went into a wishlist that kept the schedule protected and nothing got lost.

[4:52] I remember telling the team at one point that I was really proud of what everybody had created, and I meant it.

And I’m not easy to build for. I hold a very high bar for quality and polish. The app is done when I genuinely feel like it’s good and not before.

And I want to be impressed by what we’ve built and proud of it. No compromise.

[5:14] That meant a lot of iteration, and they stayed with it with me the whole time.

[5:19] My relationship with the team felt like a genuine partnership, and I can point to the moment.

Something turned out a lot harder than either one of us expected, and Ghazenfer, Technology Rivers’ CEO, put in his own team’s time and his own dime.

That’s when I felt like it was a real partnership.

[5:38] Health data was also the reason I chose Technology Rivers.

They’ve built health apps before, and they understood from the first call why that mattered.

[5:48] Technology Rivers’ understanding of healthcare businesses really showed up early on, as a design that we were working on showed some results that, quote, “needs intervention.”

[5:59] Ghazenfer, their CEO, was the one who said, “That sounds like medical advice,” and we took it out.

Regulation is ultimately our job, and we have our own advisors for it too.

But it helped a lot that they’d been thinking about it as well.

[6:13] In health, trust comes from two things. The numbers have to come from your own data, and your data has to be handled like it matters.

On the first, Nucora does real math on your own numbers first: your baselines, your trends, what’s actually changing together. Then AI explains it in plain English.

On the second, we follow practices consistent with HIPAA, even though it doesn’t technically cover a consumer app like ours.

We don’t sell your data.

[6:42] And it isn’t used to train AI models.

That’s also why I wanted a development team that took health data as seriously as I do.

And to be clear, Nucora is a wellness software, not a medicine. It helps you walk into your doctor’s office with better questions.

[6:56] Technology Rivers built the first version of our app, and the app people are using today grew out of what they built.

We’re bootstrapped, and so we put our early money where it mattered the most: the foundation.

Having an experienced team set up the app and the systems behind it meant that we had something solid to build on.

[7:18] Nucora’s podcast actually started before there was an app. I was making these episodes by hand for myself and a few people close to me.

And the first time I had one, it landed differently.

Written words tend to land shallow. Hearing your own health data talked through out loud, taken seriously, considered carefully, with the dots connected right in front of you feels different.

It feels more real, more important.

[7:47] It made me curious. I wanted to follow up and ask my own questions and dig deeper.

Now, any report Nucora writes for you can become a podcast. Two AI hosts talking through your sleep, your training, your blood work, with your real numbers.

And when something catches your attention, you can ask about it in the chat. And it answers from your own numbers as well.

That’s why I think it’s the strongest thing we’ve built.

[8:14] When people hear their own data explained back to them in plain language, in a conversation that’s actually engaging, I think it’s going to land with them in a way that it did with me as well.

[8:25] There was a really special moment in this project that felt really unique, and that was the day that it all came together on my phone.

Before, getting my data into one place meant downloading spreadsheets, wrestling with everything in a format that I could upload, and running into file-size limitations. It was a headache every time.

[8:49] Then one day I connected my devices, my data started flowing in on its own, and all I had to do was tap a couple of buttons and press generate on a podcast.

That was such a special day for me. That’s when I knew we were on the right path.

[9:04] My goal this year was to build lean muscle. I’ve been lifting and training and tracking everything I eat, all to get past the fact that I have a hard time putting on muscle.

And all year long, the scale sat in the same spot.

But after six months, my scans showed that I’d put on a few pounds of lean mass while also losing fat. That’s recomposition.

The scale wasn’t telling me that story. Bringing it all together did.

[9:34] And it gave me confidence that what I’ve been doing is working. Nucora is what let me see that.

[9:39] The biggest unlock for me was my maintenance calories. Nucora worked them out for me from what I actually ate and how much weight actually moved.

Not from a generic equation.

[9:52] So I stopped guessing about how much extra food I needed to build muscle without putting on extra fat.

Now I get on the scale, log my food, and I can see how what I eat lines up with my goals.

It’s a dream come true.

And this year, for the first time, I could see my lean mass going up without gaining additional body fat.

And honestly, I want to keep working on this. It’s so much fun.

[10:15] As for where we’re headed, the next step is making it easy to run your own experiments, changing one thing about how you eat, sleep, or train and seeing what your numbers say.

That’s what I’ve been doing on myself for 23 years, and I want everyone to be able to do it without a spreadsheet.

Your sleep, your food, and your training are pieces of the puzzle. A speed-of-aging test is another piece, a different kind of measurement you take every so often, and it’s the one that I look forward to the most.

[10:40] Nucora puts that result alongside everything else you track so you can look at it all in one place together.

[10:52] Your health data shouldn’t be a pile of charts and five different apps.

It should make sense to you.

That’s what Nucora is for.

[11:00] If you’re considering working with Technology Rivers, and you know your field cold, but you’re not a software engineer, Technology Rivers is a great way to get your first version built.

[11:02] They’ll take what’s in your head and turn that into a real app.

My advice: really understand what a minimum viable product means and get comfortable with it.

Know the core value of your product, the minimum you need to demonstrate, and cut everything else that you can.

[11:25] There’s a lot you’re going to want. Those are nice to have, and honestly, it hurts to cut them.

But there’s a lot of power in knowing what your core product is.

Make a list of what not to do yet and come back to it later.

Cut scope, never quality.

[11:46] I think Technology Rivers is the right fit for someone who knows their field and has a clear idea and needs a team to build the first version.

A scientist, a clinician, somebody starting a health company.

Especially in health, where you want a team that’s worked with sensitive data before.

That’s why I chose them.

[12:04] I would like to say thank you very much to Ghazenfer and the whole team working at Technology Rivers.

You all really got me started on something that I had been dreaming about for a long time and turned it into reality.

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LET’S BUILD WHAT’S NEXT

Know Your Field. Need a Team to Build Your First Health App?

You bring the scientific knowledge, healthcare experience, or business vision. Technology Rivers can help you turn that expertise into a thoughtfully designed software product, with the technical guidance and collaboration needed to get started.