Applied AI for research, insights & analytics

We build systems that turn evidence into decisions.

Expansive is an applied-AI firm for independent consultants, agencies and brands in market research, insights and analytics. We help you decide where AI changes how you work, then we build it, deploy it and make it stick.

DECISION EVIDENCE

Built and shipped:

PurchaseDecisionWhy Not BuyICN Career HubHand & Foot

19 years of consumer-insight work for brands including Google, Walmart, Microsoft and Gap Inc.

What we do

Three ways we put AI to work for people who sell evidence.

01

Organizational AI transformation

We help your firm decide where AI actually changes how you work, then we implement it. You end up with working practices, not a slide deck.

  • Choosing the use cases worth automating, and saying no to the rest
  • Build-vs-buy, model and tooling decisions
  • Agentic workflows designed to hold up in production
  • Adoption: changing how teams work, not just what they license
02

Custom platform builds

We build AI-native tools around your specific workflow and method, ship them to production, and put them in front of real users.

  • Research and measurement platforms
  • AI-moderated interviewing and synthesis
  • Document extraction, CRM and support automation
  • Web, iOS and Android from one codebase
03

Platform deployment & integration

We put proven platforms, including PurchaseDecision, to work inside your existing marketing and analytics workflows.

  • Fitting the platform to your clients and categories
  • Connecting to your data, reporting and tools
  • Training the team that will run it
Who we serve

Built for the research, insights and analytics business.

Independent consultants

Deliver the depth and speed of a larger shop with systems that do the legwork, without adding headcount.

Agencies

Turn your methods into platforms you can run again and again, and bring new measurement to your clients faster.

Brands

Give your insights team evidence of what people actually do, in a form leadership can act on and defend.

Work

Our proof is that we ship.

Plenty of people have opinions about AI. These are systems designed and built end-to-end by Walter Carl, our founder, and they're running in production in front of real users.

Platform · Measurement

PurchaseDecision

Randomized forced-exposure experiments and observational AI-conversation studies. It measures what AI search answers, retail media and video ads actually change about real shoppers' purchase decisions.

First published experiment: 604 in-market buyers, randomized, ending in an observed purchase decision.
purchasedecision.ai →
Platform · Qualitative

Why Not Buy

AI-moderated qualitative research with recent buyers. An AI moderator interviews them, and a synthesis layer rolls each wave into findings on why people choose a brand, and why they don't.

Multi-layer interview protocol spanning several category types.
whynotbuy.ai →
Platform · Community

ICN Career Hub

A volunteer rebuild of the Insights Career Network's job platform, which connects people in the insights industry with the roles that need them.

Built pro bono for the insights community.
hub.insightscareernetwork.org →
Product · Cross-platform

Hand & Foot Friends & Family Edition

A multiplayer card game rebuilt from four legacy repos into one TypeScript codebase that ships to web, iOS and Android.

Hosting cost path from about $300/month to about $10–20/month.
hffe.fun →
System · Built for a separate venture

AI direct-booking engine

A custom booking platform for a short-term rental in the Finger Lakes. It covers channel-manager integration, Stripe payments and an AI-assisted local guide.

Channel mix flipped from about one-third direct to about two-thirds direct in year two.
jshubbs.com →
And more

Operations systems

A CRM replacement, document-extraction pipelines and customer-support automation: the unglamorous systems that give a small team the reach of a large one.

How we work

AI-native, with a human who's accountable.

01

Agentic by default

Expansive runs on agentic workflows and a company brain, so research, building and follow-through move faster than a traditional firm can staff them.

02

Judgment stays human

Walter is in the loop on every engagement for judgment, taste and ambition: what to build, what to skip, and when it's good enough to ship.

03

The right people, as needed

We stay independent and work alongside a network of strong independents and small firms. Each of us brings the others in when the work calls for it, so you get a specialist team without paying for a bench.

About

One question, asked for nineteen years.

In 2007 Walter Carl, Ph.D. left a faculty position at Northeastern University to build what became Purchased, a consumer data and analytics firm. For nineteen years Walter built bespoke measurement systems for Google, Walmart, Microsoft, Gap Inc. and dozens of other global brands, always chasing the same question: why did this person buy, and why didn't that one?

Over the past year Walter has designed, built and shipped AI platforms and agentic workflows end-to-end, and the work above is the result. Expansive puts both halves together: deep knowledge of how insights work is bought and used, and the ability to build systems that do it.

More about Walter →

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