The ROI of AI
AI initiatives rarely collapse in obvious ways. There’s no single moment where a model “breaks” or a system stops...
|
DATALAKE
|
![]() |
|
Synaptiq helps you unify structured and unstructured data into a secure, compliant data lake that powers AI, advanced analytics and real-time decision-making across your business.
|
| Read More ⇢ |
|
AI AGENTS & CHATBOTS
|
![]() |
|
Synaptiq helps you create AI agents and chatbots that leverage your proprietary data to automate tasks, improve efficiency, and deliver reliable answers within your workflows.
|
| Read More ⇢ |
|
HEALTHCARE
|
![]() |
|
A startup in digital health trained a risk model to open up a robust, precise, and scalable processing pipeline so providers could move faster, and patients could move with confidence after spinal surgery.
|
| Read the Case Study ⇢ |
|
LEGAL SERVICES
|
![]() |
|
Learn how Synaptiq helped a law firm cut down on administrative hours during a document migration project.
|
| Read the Case Study ⇢ |
|
GOVERNMENT/LEGAL SERVICES
|
![]() |
|
Learn how Synaptiq helped a government law firm build an AI product to streamline client experiences.
|
| Read the Case Study ⇢ |
![]() |
|
Mushrooms, Goats, and Machine Learning: What do they all have in common? You may never know unless you get started exploring the fundamentals of Machine Learning with Dr. Tim Oates, Synaptiq's Chief Data Scientist. You can read and visualize his new book in Python, tinker with inputs, and practice machine learning techniques for free. |
| Start Chapter 1 Now ⇢ |
I regularly meet executives that are pondering what to do with AI.
Typical responses I hear are:
“Clearly it’s overhyped!”
“It’s moving so fast. Why should I do anything now?”
“We are too busy running our business.”
“Our data is a mess, we need to clean it up first.”
It’s easy to dismiss AI and just stick your head in the sand. I can say with certainty after spending nearly three decades in the technology industry, that AI isn’t a passing fad.
Back in college (1994), I, too, had this mentality. I still remember sitting in a humanities class listening to the professor drone on about how the internet was going to change the world. He was raving about the Blacksburg Electronic Village, and how it was THE model for global communication and commerce.
I didn’t get it.
I was too focused on passing the class, graduating college, and spending the rest of my life outdoors conducting field research.
Around this same time, Marc Andreessen co-founded and launched Netscape. Jeff Bezos founded Amazon.
The signs were there. A massive wave of change was coming but I didn’t take notice at all.
I had my head stuck in the sand.
Since that time, we’ve seen many other technology waves including:
Many of the companies that tested the waters early, saw significant upside. Those that waited until the technology was mainstream struggled to stay competitive.
Of course, different industries are more apt to invest in new technologies than others; but, unlike past waves, AI has broad applications.
It super charges all past (and future) waves.
It has the potential to improve all business functions and processes in every type of organization.
It may even revolutionize what you’re selling to your customers and how you make money.
I encourage every company to, at minimum, “dip their toes in the AI water”.
But… Don’t do it without a thoughtful strategy.
If you jump into it without a strategy, it’s highly likely your first project will fail. And, if you get discouraged by a failed project, you may give up for months or years while the rest of the world steps on your head in the sand.

Synaptiq is an AI and data science consultancy based in Portland, Oregon. We collaborate with our clients to develop human-centered products and solutions. We uphold a strong commitment to ethics and innovation.
Contact us if you have a problem to solve, a process to refine, or a question to ask.
You can learn more about our story through our past projects, blog, or podcast.
AI initiatives rarely collapse in obvious ways. There’s no single moment where a model “breaks” or a system stops...
December 30, 2025
Generative AI systems rarely fail in obvious ways. They don’t crash outright or announce when something has gone wrong....
December 30, 2025
From Code to Capability: A Practical Demo of Agentic AI in Action
In a recent Synaptiq webinar, Dr. Tim...
December 15, 2025