Aisha
Free
Users seeking culturally grounded AI responses
Most engineers prepping for SDE interviews end up with five browser tabs, a Notion doc they stopped updating, and a LeetCode streak that doesn't tell them whether they can actually design a system. SDE Forge is built to close that gap — one dashboard for DSA tracking, system design practice, and AI feedback on your LLD and HLD submissions.
The dashboard consolidates company-specific DSA sheets (Grind 75, NeetCode, Striver and others), structured prep paths, and interactive lessons covering everything from cache invalidation to GoF design patterns. AI-assisted review on Low Level Design and High Level Design submissions is the sharpest differentiator — you submit a parking lot or Twitter design and get feedback on your architecture, not just whether the answer is right. Progress is tracked via heatmaps, per-topic stats, and streaks, so consistency is visible rather than assumed. AI feedback on design submissions is a paid-only feature, so candidates who hit that wall on the free tier either upgrade or return to forums for manual feedback. The tool has no API and no self-hosted option, meaning your prep data lives on their infrastructure, full stop.
Bottom line: Pick SDE Forge if you want DSA tracking, system design curriculum, and AI design-review in one place — but if your prep budget is zero and you need AI feedback on your HLD submissions, you will hit the paywall before you hit the offer.
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Users seeking culturally grounded AI responses
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SDE Forge pulls company-specific DSA sheets from Grind 75, NeetCode, and Striver into one dashboard along with structured paths and lessons on topics such as cache invalidation and GoF design patterns. Submissions for Low Level Design and High Level Design receive AI feedback focused on architecture rather than simple right-or-wrong checks. Progress appears through heatmaps, per-topic stats, and streaks so weak areas become visible.
The platform runs on a subscription model. Core tracking and lessons stay free, while AI review of design submissions requires a paid plan. No multi-user views or API access are provided.
Best for software engineers who want aggregated DSA sheets, interactive design lessons, and paid AI critique on LLD/HLD work before interviews. Skip it if you need free architecture feedback or shared progress views for group study.
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