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Comparison · PM

Aha! vs ClickUp

Side-by-side trajectory, velocity, and editorial themes.

A6.3

Aha! extends from roadmapping into AI app-building, wrapping Builder in the access controls enterprises require

◆ Current state

Aha! is layering an AI app-building surface, Aha! Builder, on top of its roadmapping core, letting teams turn planned features into working prototypes and applications. The most recent releases harden Builder for real use: role-based permissions and user management, plus built-in security and privacy reviews. Alongside the product posts, the feed carries the usual founder thought-leadership, which dilutes but doesn't change the signal.

◆ Where it's heading

The direction is clear: close the loop from strategy to shipped software inside one tool, and make Builder governable enough for larger teams. Supporting moves, required fields by status, AI-assisted idea-to-feature promotion, and live spreadsheets, keep tightening the roadmapping workflow that feeds Builder.

◆ Prediction

Expect continued enterprise-readiness work on Builder (deeper permissions, deployment, compliance) and tighter handoff from Aha! Roadmaps into generated applications, positioning Builder as the destination for roadmap items rather than a side experiment.

C6.3

ClickUp bets its future on Brain², a ground-up AI coworker rebuilt to complete work

◆ Current state

ClickUp's changelog has shifted almost entirely onto AI. After launching Super Agents in early 2026, it has now rebuilt ClickUp Brain from the ground up as Brain², positioned not as a chatbot but as a context-aware AI coworker that self-improves, routes across models, and completes work: building sites, slides, and managing projects, all under one price. Conventional release notes (Gantt Baselines, Google Drive automations, task-type management) still ship underneath, but they've become the supporting cast to the AI narrative.

◆ Where it's heading

ClickUp is repositioning from a work-management app into an AI work-execution platform, with Brain² as the flagship and Super Agents as the autonomous layer beneath it. The messaging (multiplayer AI, every model, one price) targets the model-router and AI-coworker category directly. Expect the roadmap to keep folding traditional PM features into the Brain² surface rather than shipping them standalone.

◆ Prediction

Expect Brain² to expand across ClickUp's surface area (docs, chat, mobile, and third-party assistants like ChatGPT) and a continued push to make autonomous task completion, not just chat, the headline capability.

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