Case Study
Understanding customer momentum through 1:1 digital twins
We modelled four financial institutions: Bank of America, Chase, Chime, and Robinhood (not a bank but similar), using Brox.AI's digital twins to see how various events would affect their client bases.
1:1 behavioral replicas of real people, built from 5+ hour AI-moderated interviews per individual. Not personas. Not segments. Actual individuals replicated with AI.
Nat rep population, HNWI, Mass Affluent
Predict outcomes of real world scenarios. Model recessions, rate changes, life events, competitive moves. See who wins and loses before it happens, and crucially why.
Unlimited scenarios possible
Brox.AI is an always-on strategic resource. Ask follow-up questions, model 100's of outcomes or decisions over minutes, weeks, or months.
Answers in minutes
Net intent comparison: % intending to join minus % intending to leave
Chime shows the weakest momentum among the four banks analyzed, with 10% intending to leave versus only 6% intending to join. This baseline reveals vulnerability that becomes critical when stress-tested against future scenarios.
Simulating some personal and macro scenarios across all four banks
These charts show how much more likely than baseline someone is to open an account with one of these services if the following personal or macro events happen. Please note there is a 3% margin of error.
A cyber attack scenario reveals stark vulnerability differences: Chime sees -42% net momentum compared to only -2% for Chase. Digital-first banks face existential trust challenges during security events that traditional banks weather more easily. Meanwhile, geopolitical events like the Greenland scenario show minimal banking impact across all institutions.
Testing how single scenarios, paired scenarios, and all three combined affect intent to leave and join Chime
Gig + Child combination produces the highest join intent at 56%, even higher than either scenario alone. When practical financial needs compound (irregular income + new family expenses), Chime's value proposition of early pay, no fees, and budgeting tools becomes irresistible. Notably, adding Cyber Attack to the mix reduces but doesn't eliminate this effect (41% join with all three).
Life events don't eliminate cyber attack concerns, they outweigh them. Practical needs (fast pay, no fees, budgeting) force action despite fear. When consumers face real financial pressure, functional benefits override security anxiety.
Digital twins reveal not just what people choose, but why they choose it
For each digital twin in each scenario we model the twin also introspects to tell us why it made that decision, and so we can understand the drivers at a per person, per event level.
Chime's value proposition centers on convenience and cost, but fee concerns top the reasons to leave. This paradox suggests messaging disconnect or hidden fee frustration that could be addressed through clearer communication.
Who chooses Chime in the Gig Economy scenario, by generation
Create any segment. Let your imagination be the limit.
Transform any business question into predictive insight
Traditional research answers one question at a time. Brox.AI lets you explore a parallel universe of possibilities: testing every scenario, understanding every segment, and predicting every outcome before making costly business decisions.