ClickUp vs Aha!
Side-by-side trajectory, velocity, and editorial themes.
ClickUp bets its future on Brain², a ground-up AI coworker rebuilt to complete work
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.
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.
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.
Aha! extends its AI-build and research surface with steady incremental releases
Aha! is a product-management and roadmapping suite, and its recent releases build out two newer bets — Aha! Builder (turning roadmap plans into AI-coded applications) and AI-assisted research (Aha! Discovery) — alongside workflow-integrity features and thought-leadership essays. The cadence is regular and product-heavy: interview-scheduling automation, role-based permissions in Builder, AI-drafted feature descriptions, required-fields-by-status, and live spreadsheets.
The direction is to close the loop from strategy to shipped software: plan on the roadmap, research with AI, then build working apps in Builder — while adding governance (permissions, required fields) to make that credible for larger teams. Recent entries are incremental reinforcements of the Builder and Discovery pillars rather than a new pivot.
Expect continued hardening of Builder (more admin, permissions, and roadmap-to-app flows) and expansion of AI research features, pushing Aha! as an end-to-end plan-research-build platform.
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