Designing Trust in AI-Led Onboarding Systems
Designing Trust in AI-Led Onboarding Systems
The bottleneck wasn't capacity. It was misplaced expertise.
The bottleneck wasn't capacity. It was misplaced expertise.
CONTEXT
CONTEXT
An award-winning interior design studio was losing 2–3 hours of senior designer time daily to repetitive onboarding inquiries. The instinct was to automate.
The real problem was more precise: the system had no way to distinguish what required a designer's judgment from what didn't — so everything defaulted to the designer. Scaling required drawing that line deliberately, not just adding a chatbot.
An award-winning interior design studio was losing 2–3 hours of senior designer time daily to repetitive onboarding inquiries. The instinct was to automate.
The real problem was more precise: the system had no way to distinguish what required a designer's judgment from what didn't — so everything defaulted to the designer. Scaling required drawing that line deliberately, not just adding a chatbot.
MY ROLE
MY ROLE
End-to-end design of an AI-powered onboarding system
End-to-end design of an AI-powered onboarding system
Defining intent models, conversation architecture, escalation logic, and AI-human service boundaries, through to CRM and workflow integration.
Defining intent models, conversation architecture, escalation logic, and AI-human service boundaries, through to CRM and workflow integration.
APPROACH
APPROACH
Analysis of 20+ onboarding call transcripts to identify where designer expertise was genuinely needed versus where it was being used as a fallback.
Analysis of 20+ onboarding call transcripts to identify where designer expertise was genuinely needed versus where it was being used as a fallback.
Designer interviews to surface friction
Designer interviews to surface friction
Client surveys to map anxieties and drop-off points.
Client surveys to map anxieties and drop-off points.
Progressive disclosure conversation design to pace information without overwhelming early-stage client
Progressive disclosure conversation design to pace information without overwhelming early-stage client
Service blueprint mapping across AI + human touchpoints
Service blueprint mapping across AI + human touchpoints
RESEARCH ARTIFACTS
RESEARCH ARTIFACTS
Chatbot Failure Analysis
Chatbot Failure Analysis
Intent-Based Personas
Intent-Based Personas
Intent Modeling Framework
Intent Modeling Framework
KEY INSIGHT
KEY INSIGHT
Designers weren't overloaded because there was too much work — they were overloaded because the system had no triage layer.
Designers weren't overloaded because there was too much work — they were overloaded because the system had no triage layer.
Every question, regardless of complexity, escalated to the same place.
Every question, regardless of complexity, escalated to the same place.
Structuring onboarding around user intent made it possible to preserve expertise for decisions that actually required it, while handling everything else at the appropriate layer.
Structuring onboarding around user intent made it possible to preserve expertise for decisions that actually required it, while handling everything else at the appropriate layer.
OUTCOME
OUTCOME
The chatbot was reframed from a support tool into service infrastructure — the triage and intake layer that made designer expertise scale.
The chatbot was reframed from a support tool into service infrastructure — the triage and intake layer that made designer expertise scale.
10–15 hours/week reclaimed per designer
85% client satisfaction
40% inquiries resolved without escalation
1-week faster project kickoff
AI-Human Service Blueprint
AI-Human Service Blueprint
Multi-Turn Conversation Architecture
Multi-Turn Conversation Architecture
Open to new roles- Seattle & Remote
Looking for roles in UX Research, Design Research, Design & Experience Strategy, and strategy-oriented experience design, on teams where insight actually shapes the work.
Nitya Jois | Seattle WA
Open to new roles- Seattle & Remote
Looking for roles in UX Research, Design Research, Design & Experience Strategy, and strategy-oriented experience design, on teams where insight actually shapes the work.
Nitya Jois | Seattle WA
Open to new roles- Seattle & Remote
Looking for roles in UX Research, Design Research, Design & Experience Strategy, and strategy-oriented experience design, on teams where insight actually shapes the work.
Nitya Jois | Seattle WA