MyMasareef
Live Product | mymasareef.com
Free AI-powered spending analysis tool for CIB Egypt bank customers. Upload a bank CSV, get a categorized spending report in seconds. Financial data never leaves the browser.
How it works: Pattern matching against 90+ known Egyptian merchants. Gemini Flash for unrecognized entries. User override with a crowdsourced merchant dictionary that improves over time. All financial processing stays in the browser.
Key decisions: Email gate comes after the user sees value, not before. Crowdsourced dictionary reduces cost while improving accuracy. Debit cards got a dedicated experience.
Tech: React, TypeScript, Tailwind, Supabase, Express, Gemini 2.5 Flash, Claude Code, Recharts, Framer Motion. Built in 4 days.
Call Transcript Analyzer
Internal Tool | GitHub
Multi-stage AI pipeline that extracts structured product feedback from hundreds of sales call transcripts. Turns buried feature requests and complaints into organized, actionable reports.
Pipeline: Transcript ingestion from Clari Copilot, multi-pass extraction (features, bugs, complaints, praise), categorization by product area, cross-transcript deduplication, Confluence-ready report generation.
Key decisions: Used CLAUDE.md as a context engineering layer. Multi-stage processing beat single-pass for accuracy. Chose Confluence output because the team already lived there.
Tech: Claude Code, Claude API, Confluence. Built in 1 day.