02In the wild
Field Studies
Short write-ups from inside real teams: where work breaks down, what gets worked around, and the patterns that show up again and again.
Research
Work being explored in public.
Research, studies, notes, and playbooks from Ariel Builds. The goal here isn't conversion — it's credibility, learning, and sharing what we're noticing inside the teams we work with.
Looking for self-service assessments and frameworks? Visit the Tools library →
Research & active studies
01Active research
The New Agent Success Study
An ongoing look at how new agents get started — and how team leads and brokers experience that same journey. What makes onboarding feel productive vs. punishing, and where systems quietly create drag.
Read more & take the intake survey03Working in public
Opportunity Lab
Open notes on opportunities we're examining — half-formed ideas, prototypes, and questions we're still chasing.
Inside the New Agent Success Study
What we're seeing in the data.
Pages from the working notebook — interview counts, theme clusters, and the emotional arc of the experience across roles — from the agent's desk to the broker's office.
Sample
Who we talked to
Synthesis
Themes uncovered (and clustered)
Journey map
Confidence over time — the first 18 months
Pattern
Notes, frameworks & public thinking
01
Notes & Playbooks
Short essays on systems thinking, operational design, and how AI shows up inside the teams using it.
02
Frameworks in progress
Drafts of new frameworks we're testing in client work before they graduate to the Tools library.
03
Public thinking
Talks, interviews, and conversations on how to identify the right opportunity before building anything.
A note on this page
Research is where we think out loud. Some of it will turn into client engagements. Some will become tools. Some will just sit here, useful as it is.