Client overview

WealthFluent (formerly Ripsaw) is a U.S.-based fintech company democratizing financial planning. Their platform blends portfolio tracking, goal setting, and self-directed investing — and they partnered with us to transform it into an intelligent financial companion.

About the Client

WealthFluent (formerly Ripsaw) is a U.S.-based fintech company. They are on a mission to democratize financial planning. By combining portfolio tracking, goal setting, and self-directed investment tools, they help users control their financial future. WealthFluent needed a partner to transform their platform from a passive tracking tool into an intelligent companion.

Service Type: AI Development, SaaS Development

15+ Specialists Involved

6 Months to AI Launch

100% Regulatory Compliance

Challenge

The client approached us with a clear vision: Make finance feel friendly.

Their platform was powerful, but users felt overwhelmed by charts and numbers. WealthFluent wanted to bridge this gap with an AI companion that could explain complex data in plain English.

However, they faced two critical hurdles:

  1. Trust & compliance: The AI needed to provide helpful insights without crossing the line into "financial advice," which triggers strict legal regulations.
  2. Data overload: The system had to process massive amounts of live transaction data in real-time. A slow chatbot would kill the user experience, but a fast one risked hallucinating (making things up).

They needed a partner who could balance speed, security, and absolute reliability.

Strategy

We moved beyond standard chatbot integration to build a true Financial Intelligence Engine.

Our pillars:

  • Guidance over advice: We engineered the AI to act as an educator. It analyzes data and offers educational insights, empowering users to make their own decisions while keeping the platform compliant.
  • Hybrid intelligence: We combined the creativity of large language models with deterministic logic. This means the AI writes the friendly text, but a calculator does the math — ensuring numbers are always 100% accurate.

Seamless onboarding: Instead of a boring tutorial, the AI interviews new users, helping them set up their profiles and goals through a natural conversation.

Region
US
Industry
Fintech
Project Timeline
2024 - ongoing
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Technology stack

Selecting the right technology is key to building a successful product. Our team carefully chooses the best frameworks and languages to align with your project’s goals, ensuring efficiency, reliability, and scalability.

Amazon Bedrock
Anthropic Claude Sonnet
Angular
Node JS
AWS
LangGraph

Solution

Building the Solution

We engineered a secure AI assistant on Amazon Bedrock, integrating it into the WealthFluent web platform.

  • Smart data pre-processing: To ensure speed, we built a layer that filters and summarizes account data before it reaches the AI. This allows the bot to give instant answers about spending trends without lag.
  • Contextual education: We connected the bot to a curated library of financial knowledge. Users can highlight any term in the chat to get a fast, plain-English definition.
  • Scalable architecture: We designed the system to grow. It is currently ready for the next phase: an AI-driven Portfolio Optimizer that will simulate investment scenarios based on user goals.
Wealthfluent interface

Results

01

User empowerment

Users now receive proactive data-driven hints. The system identifies spending patterns and suggests budget adjustments automatically.

02

Operational efficiency

The AI handles 100% of initial onboarding, guiding users through complex setup processes that previously required human support or static FAQs.

03

Innovation velocity

By using Amazon Bedrock, we established a flexible foundation. This allows WealthFluent to swap in newer, faster AI models as soon as they are released without rewriting code.

Visuals

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They are always highly responsive to our needs

Since the product launch in October 2024, about 1,000 patients have been served by community paramedics and peer support specialists. The team excels at troubleshooting. Akveo's team is highly responsive to the client's needs and sets clear expectations, delivering work on time.

Matthew E. Hanis

Chief Operating Officer & Cofounder, Goldie Health

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