Day with AI: 24 Commits, New Profiles, AI Filters, and the Whole Platform Looks Like a Million-Dollar Product.

What I worked on

Monday. Client project — AI matchmaking platform. Yesterday was the visual redesign, today I went after UX and functionality. Goal: make it not just look good, but work like a product people can actually navigate.

What I did

Profiles — new layout and extensions

Completely rebuilt user profile:

• New clean layout with card-based sections
• Extended profile information — new data inputs
• AI processing of user data — automatic extraction of relevant information
• Visual improvements and new controls

Search — complete redesign

Entire page rebuilt from scratch:

• New layout with filtering and sidebar navigation
• AI-powered match quality filter — users set their threshold and only see what makes sense
• Quality indicators directly on results

UX improvements

• Reworked actions and statuses across the platform
• Result display limits — cleaner and more organized
• Better messaging and section naming

Demo and documents

• Automatic document generation directly in platform
• Test mode for client presentations
• Pagination and visual polish

Time: AI vs without AI

Task	Without AI	With AI

New profile layout + data extensions	3-4 days	~3h
AI processing of user inputs	2 days	~30min
Search redesign + filters	2-3 days	~2h
AI quality filter + visual indicators	1-2 days	~1.5h
UX actions + statuses	1 day	~1h
Documents, demo mode, polish	2 days	~2h
Fix/refactor/cleanup	1-2 days	~1h
Total	~40 hours	~11h

What I learned

• AI extraction of structured data from free text is surprisingly accurate — no need to build complex systems manually
• Filters for AI match quality are a killer UX pattern — users control what they want to see
• Familiar layouts from major platforms work better than custom inventions — zero learning curve