Curiosity reveals
hidden advantages.
Human-centered AI, automation, and systems design.
We help people and organizations understand the complicated parts of their work, and find the opportunities that were there all along.
Start a conversationSound familiar?
A few places we can help.
You're still moving information between systems by hand.
We find the parts worth automating and make the handoffs disappear.
You know AI could help, but you don't fully trust what it's doing.
We put it to work with a person in the loop, so you can see it and steer it.
The whole thing only works because one person remembers how.
We turn what's in their head into a system the whole team can rely on.
How we think
We get curious about
complicated things.
Complicated things become useful once you can see how they actually work. Like the yeti on our logo, they're friendlier up close. A few things we believe:
Start with curiosity, not assumptions.
We ask what's actually going on before deciding what to do about it.
Understand the problem before choosing a tool.
The technology comes last. The point is the problem, not the platform.
Keep people in the loop where judgment matters.
Automation handles the rote parts; the decisions that need a human stay with one.
Build systems people can actually maintain.
If it only works while we're in the room, we haven't finished.
Prefer a real improvement over an impressive demo.
Something small that genuinely helps beats something flashy that doesn't.
Where we stand
Our take on AI.
We don't think AI needs more hype or more panic. It needs better questions.
Used well, AI helps people learn faster, think more clearly, take the friction out of everyday work, and build systems that hold up. Used badly, it's a confident answer to the wrong question. We're interested in the first kind: practical tools that support human judgment instead of replacing it.
Meet the humans
Bumbl starts with two people.
We're Scott and Megan Davis, a husband-and-wife team who believe technology should reduce confusion, support better decisions, and help people spend more time on the parts of work that actually need them.
Between us we bring two sides of the same work: systems, operations, and the technical heavy-lifting on one hand; people, communication, and the realities of how work actually gets done on the other. That mix is what keeps a project both sound under the hood and genuinely usable by the people relying on it.
Together, we help organizations find the opportunities hiding inside complicated problems.
A few things we've built
Curious people. Capable tools. Specific solutions.
A few examples of useful, specific solutions we've built from messy real-world needs, with identifying details kept private.
Built a structured intake system that turns messy operational requests into organized, trackable work.
Created route-and-pricing analysis across real courier markets to support operational and pricing decisions.
Designed a human-review workflow for AI-assisted support, so the automation stays accountable to people.
What to expect
What working together looks like.
Step 1
Conversation
A relaxed talk about what's going on. No commitment, no jargon.
Step 2
Discovery
We learn how things actually work today, not how they're supposed to.
Step 3
Prototype
We build something small and real you can see and react to.
Step 4
Iterate
We refine it together until it fits the way you actually work.
Step 5
Hand-off or stay
You take it from here, or we stick around. Your call.
Start here
Tell us what's complicated.
Not sure where to start? That's usually where we start.
Start a conversationHuman-centered AI, automation, and systems design.