Prospera
Smarter financial guidance, always on.
Prospera is a conversational AI wealth coach that helps younger investors set goals, track progress, and receive personalized financial guidance in real time.
The Challenge:
A global bank wanted to attract millennial and Gen Z customers who distrusted traditional advisors. Their existing digital tools felt technical, transactional, and impersonal — failing to inspire trust or build long-term engagement.
The Solution:
We designed designed Prospera, an AI-powered financial companion built on a conversational foundation that combines Google Dialogflow with large language models. Dialogflow handles intent recognition, conversation orchestration, and secure integrations with back-end systems, while the LLM provides human-like responses that feel natural and approachable.
Instead of clunky forms or static dashboards, Prospera engages users in fluid, real-time conversations. By layering Dialogflow’s structured intent routing with retrieval-augmented generation (RAG), the system can pull from a curated knowledge base of financial literacy materials, product information, and compliance-approved language.
This ensures answers remain accurate, up to date, and regulatory safe, while still empathetic and easy to understand.
Guardrails validate recommendations against compliance rules in real time, escalating to a licensed advisor when more complex or regulated guidance is required.
This design allows banks to confidently innovate, offering next-generation AI experiences while protecting both customers and brand reputation.
45+%
Increase in app engagement among pilot users
2x
Faster onboarding compared to legacy platforms
80%
Of users reported greater financial confidence within three months
Conversational AI
Human-like, 24/7 chat guidance powered by LLMs, grounded in trusted financial knowledge and delivered with clarity and empathy.
Behavioral Nudges
Gamified trackers and micro-goals that build consistent saving and investing habits.
Compliance by Design
Guardrails ensuring all advice remains aligned with financial regulations and best practices.

Conversational AI
Instead of clunky forms or dashboards, Prospera engages users in natural conversations.
Powered by a large language model connected to retrieval-augmented generation (RAG), it draws from a curated knowledge base of financial literacy materials, product information, and compliance-approved language.
This ensures answers are approachable, always on, and easy to keep up to date.


Compliant by Design
Trust is paramount in financial services. Prospera’s AI was built with guardrails that align with regulatory frameworks, ensuring that guidance never crosses into unlicensed advice. The system validates recommendations against compliance rules in real time, escalating to a licensed human advisor when more complex guidance is required.
This design ensures financial instutions can innovate confidently while protecting both customers and brand reputation.


Behavioral Nudges
Financial confidence grows from small wins. Prospera incorporates gamification and behavioral design principles to encourage good habits: setting micro-goals, celebrating milestones, and surfacing timely nudges.
A user saving for a trip, for example, might see a progress bar that fills up as contributions grow, or receive a reminder when spending patterns threaten their goal.
These nudges help turn abstract financial targets into motivating, achievable steps.
From Idea to Impact
Explore
Identified generational trust gaps and mapped how AI could deliver approachable, compliant financial guidance.
Sprint
Prototyped conversational flows and tested them with target millennial and Gen Z users in under three weeks.
Build
Connected LLM-powered chat with a retrieval layer, gamified goal tracking, and compliance guardrails.
Launch & Learn
Piloted with employee customers; refined nudges, tone, and escalation paths based on real user feedback.
Scale
Created a playbook for bank-wide rollout, including integration with product teams and regulatory oversight.
Ready to build something extraordinary?
LET’S GET STARTED
hello@shipstreet.ventures