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Why I built GradeWise around readiness, not activity
Most interview preparation tools measure activity.
Questions completed.
Hours studied.
Mocks taken.
Topics checked off.
But none of those answer the question that actually matters:
Are you ready for the interview you have?
That became the core idea behind GradeWise.
Instead of treating preparation as a static checklist, I designed GradeWise around an evolving readiness model.
A candidate starts with a specific target: role, company, level, timeline, and curriculum.
From there, the system builds evidence through diagnostics, assessments, practice, review, and other preparation signals.
That creates a loop:
Target → Diagnostic → Evidence → Mastery → Recommendation → New Evidence
The interesting engineering problem is that this cannot simply be an LLM deciding what someone should study next.
The underlying state has to remain reliable as evidence changes.
So the AI layer sits inside a broader system of structured data, deterministic rules, validation, historical state, and explicit workflows.
That distinction matters.
A prototype can generate a recommendation.
A product has to explain where that recommendation came from, update it when new evidence appears, and stay consistent when multiple events affect the same learner state.
The goal with GradeWise is simple:
Prepare for the interview you actually have.
Not more content.
Not more checkboxes.
A clearer picture of where you stand, what you are weak at, and what you should do next.
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Nice one Aziz, very cool gradient! 🙌
Work In progress for a new Educational Startup.
🚀 AI Marketer is a modern AI-powered marketing analytics dashboard designed in Figma with the help of AI.
The dashboard combines campaign management, lead tracking, performance analytics, automation, and AI-powered recommendations into a clean and intuitive interface. The goal was to create a professional SaaS experience that makes complex marketing data easier to understand and act on.
✨ Key Features
AI-powered marketing dashboard
Campaign performance analytics
Lead & conversion tracking
AI Assistant
AI Recommendations
Marketing channel overview
Campaign management
Automation & reports
Recent activity tracking
Clean and modern SaaS UI
Responsive dashboard layout
Designed in Figma + AI-assisted workflow.
Available for freelance projects in SaaS, AI products, dashboards, web design, and UI/UX design.
