WhatA platform that lets users run identical real-world tasks across Claude, Codex, Gemini, and other AI agents side-by-side, with transparent cost/quality/speed comparisons and one-click migration between providers.
SignalUsers are actively debating whether to switch subscriptions between Claude and Codex, struggling to evaluate which is actually better for their specific use cases — they want objective comparisons but have no way to get them without manually trying each tool for weeks.
Why NowThe agent market just fractured into multiple viable competitors (Claude Code, Codex, Cursor, Devin) for the first time, and monthly subscriptions mean users face recurring switching decisions every billing cycle.
MarketMillions of developers and knowledge workers paying $20-200/month for AI agent subscriptions. No independent comparison tool exists; current approach is anecdotal forum posts and personal trial-and-error.
MoatAccumulating the largest dataset of real-world agent performance across providers creates a defensible data asset; user workflow profiles enable increasingly personalized recommendations over time.
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