Case study
MagicStocks.ai
MagicStocks.ai
SaaSWebStrategy

Context
Education-first markets product that improved comprehension for retail learners while keeping compliance framing obvious so trust scales with usage.
Results
- Clearer explanations that reduce confusion around tickers and concepts
- Portfolio flows that merge broker screenshots into one actionable view
- Education-only positioning visible where users make decisions
What we delivered
- AI Chat and portfolio surfaces with credit-based screenshot parsing.
- Structured answers with price context, summaries, and technical framing.
- Merge-from-upload UX with add/replace modes, edits, and insights scaffolding.


