The AI tooling space is loud. Every week brings a new "AI for everything" launch and a new pitch deck. Cutting through is hard. So we asked twelve founders running real teams in Cairo what they actually use every day. Here is what we learned.
1. Transcription + summary
By far the most consistent answer. Every team uses some flavour of automatic meeting transcription with summary and action-item extraction. The specific tool matters less than the habit: meet, transcribe, ship the summary to a shared doc within an hour.
2. Code-assist for engineering
Among the five teams with engineers, all five used an AI pair-programming tool. The pattern: senior engineers report 20–30% faster shipping; junior engineers report a learning boost when the tool's explanations are read carefully.
3. The drafting assistant
Marketing emails, customer support replies, sales follow-ups — anything that is "a draft, not a finished thing". The win is not perfection; it is removing the blank page.
What did not make the list
Image generators (used once a month, not daily). Autonomous agents (still too brittle for production). Single-vendor all-in-one suites (founders preferred picking best-in-class for each layer).
The pattern
The tools that stuck were narrow, fast, and saved a clear ten or twenty minutes per use. The ones that vanished were broad and impressive in demos. Pick narrow.
