Data science
Population Workbench
Free browser toolExplore Census population data, compare policy scenarios and export an interactive report. No account required.
Try the workbenchResearch · Strategy · Design · Engineering
Make the next
move matter.
Turn complex questions into clear direction, useful experiences and systems built for growth.
Experience across
Objectives
What could come next?
A sharper question can open a different path.
Find the opportunity.
Research turns market signals into a direction worth pursuing.
How we helpMake it feel simple.
Experience design connects what people need with what you make possible.
How we helpMake more possible.
Engineering brings useful ideas to life, with room to evolve.
How we helpKnow what works.
Measurement makes the next decision clearer than the last.
How we helpServices
Clear thinking. Useful work.
One challenge or the whole journey. Bring the right disciplines together.
Research & analysis
Research reveals demand, competition and the questions your data can answer.
Read moreDigital strategy
Digital strategy connects immediate priorities to a stronger long-term position.
Read moreExperience design
Experience design gives content, interfaces and customer journeys a clear purpose.
Read moreEngineering
Engineering connects websites, applications, databases and content systems built to last.
Read moreSearch & growth
SEO brings relevant demand closer. AEO and conversion testing help turn attention into opportunity.
Read moreAI workflows
AI workflows put useful automation around the work, with human judgment where it matters.
Read moreSoftware & tools
Put better tools to work.
Explore a working tool. Follow an idea taking shape.
Domain intelligence
DomainSignal
In developmentBring domain research and trust signals into one place to evaluate opportunities more efficiently.
Explore the product
Mobile experiences
Date Night
PrototypeDiscover activities and plan time together. A couples-focused app designed around shared experiences.
Explore the appIndustries
Different worlds. Connected thinking.
From global systems to the businesses next door.
Healthcare
Healthcare experiences that help people find the right care.
Location conversion engine · Stanford MyHealth · AEM architecture
Global commerce & tech
Commerce programs connecting global reach with local intent.
Apple seasonal search · Apple Store AMR · Apple Education Store
AI & software
Software that makes research, reporting and decisions more useful.
Travel, recreation & local services
Local discovery that leads to real-world experiences.
Selected work
The work makes it tangible.
A closer look at the questions, decisions and outcomes.
Dignity Health / CommonSpirit · Enterprise search
A thousand locations. One system for the next patient action.
A clearer path from finding care to taking action.
1,000+Location pages · Across nine service areas and 20+ regional marketsRead the case
Apple · Enterprise search
Make seasonal search a program the whole organization can execute.
Search planning for the moments customers care about.
4Americas markets · US, Canada, Mexico and BrazilRead the case
SFC Surf School · Growth systems
Make local knowledge a reason to choose the business.
Local insight, useful experiences and a path to the water.
+980%Google search clicks · 5 → 54 across consecutive 28-day periodsRead the case
Clarity AI · internal · AI & measurement
Give the narrative a traceable source.
An internal reporting prototype that keeps evidence close to the answer.
Data → briefReporting workflow · GA4, GSC, ads and SEO sourcesRead the case
Lab
Follow your curiosity.
The learning lab turns data into something you can explore. Change an assumption. Compare a scenario. See what changes.
Explore the learning labAlso in the lab
- Destination intent explorer — what a destination-qualified query tells you.
- The story behind a growth number — how the baseline changes the interpretation.
- One field, connected experiences — reuse and local overrides in content systems.
- Workbench methodology and limitations
Writing
Signals & Systems.
Ideas about search, technology and the decisions between them.
Explore insightsAbout
A thinking partner. A hands-on builder.
Work directly with Mitchell Miller—from the first question to the details that make it work.
About Mitchell
Mitchell Miller
Digital strategy, research & engineering · Hiring? Four resumes by role.
Ready to explore further?
What are you imagining?
Bring the question. We’ll work out the next move together.