Yuvaraj
Devadoss

Business consultants needed developer help to answer every client question about a legacy system — each answer took 2–3 days. The gap wasn't the codebase. It was the missing bridge between knowledge and the people who needed it.

Identified the pattern across support tickets, brought it to the team, and co-built Aiden: a multi-agent AI that reads the codebase and answers plain-English questions directly. Now integrated into Amundi's internal platform.

Financial advisors spend ~1 hour writing narrative reports before every client meeting. The insight: they all say the same things, differently. The format was the bottleneck — not the thinking.

Co-built NarrativeAI in a 5-person hackathon: structured the user need, shaped the output format, coordinated the build. Generates a complete advisor-ready wealth narrative in under 60 seconds.

AutoScout24 shows what sellers are asking. It doesn't tell you if that price is fair. Same model, same year — prices ranging €8,000 to €16,000 with no explanation. Buyers scroll and guess.

Designed Wert: enter any used car's details, get a fair market price range with the factors that drive it. Built on methodology from a €120K residual value study I delivered for Škoda's Global RV leadership team.

Investors are making six-figure decisions with almost no information. Advisors earn commissions on product recommendations — but clients don't know it. The horror stories are real: mortgaged homes for bad annuities, 20 mutual funds with no rationale, two weeks' wait for a basic income projection. The system is structurally misaligned.

Researched the problem through investor forums and PortfolioPilot horror stories. Framed the root cause as information asymmetry, not bad advisors. Designed Claro — a 0-to-1 product concept: fee transparency, proactive conflict-of-interest detection, and an AI advisor with no commission to earn.