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NocoBase is building AI employees as plugins and Portals as the surface they live on
A side-by-side editorial comparison of Aha! and monday.com — release velocity, themes, recent moves, and the top alternatives to consider.
Elle stops being Aha's assistant and becomes where teams encode their own standards.
Aha! publishes a steady run of concrete, narrow features across Roadmaps and Builder as one-line update posts, interleaved with occasional product-management essays. This window covers user groups for mentions and assignment, a design system for AI-generated apps, long-document handling, virtual user testing for prototypes, and user-defined skills for the Elle assistant. Aha! Builder, which turns plans into working applications, is absorbing most of the AI investment.
monday.com is opening its board data to outside AI agents while grinding through admin gaps.
Two threads run side by side in monday's recent releases. One is platform plumbing that enterprise admins ask for: deleting unused status and dropdown labels, mapping board-specific columns into List View, workspace-level exclusions from data-retention cleaning, and email one-time-password sign-in. The other is AI reaching outward — an MCP server that lets external agents read and write boards, and AI Blocks moving from limited access to everyone.
Aha! publishes a steady run of concrete, narrow features across Roadmaps and Builder as one-line update posts, interleaved with occasional product-management essays. This window covers user groups for mentions and assignment, a design system for AI-generated apps, long-document handling, virtual user testing for prototypes, and user-defined skills for the Elle assistant. Aha! Builder, which turns plans into working applications, is absorbing most of the AI investment.
The arc is legible across three months: Aha! held the product data, then exposed it through an MCP server in May, then acted on it when Builder began generating applications in June, and now lets customers define how the assistant behaves. Skills make Elle configurable by the teams using it rather than only by Aha!, which repeats for the assistant what Builder did for applications. The Roadmaps side meanwhile keeps receiving unglamorous collaboration and document work, so the classic tool is not being starved while the AI half expands.
Skills are the obvious thing to extend next, most likely with sharing or governance controls, since Aha! sells to organizations that standardize process. On the Builder side, testing landed in July and deployment and handoff remain the visible gaps.
Two threads run side by side in monday's recent releases. One is platform plumbing that enterprise admins ask for: deleting unused status and dropdown labels, mapping board-specific columns into List View, workspace-level exclusions from data-retention cleaning, and email one-time-password sign-in. The other is AI reaching outward — an MCP server that lets external agents read and write boards, and AI Blocks moving from limited access to everyone.
monday is positioning the board as the system of record that other people's AI writes into, rather than trying to own the assistant experience itself. The admin-side work reads as the precondition for that: retention controls, label hygiene and OTP auth are what an enterprise asks for before it lets an agent near its boards. The in-product AI — digests, translation, AI Blocks — is steadily becoming ambient rather than a destination feature.
Expect the agent surface to grow governance controls next — per-workspace or per-board scoping for what a connected agent may read and change — since the retention and auth work already points that way.
Other PM products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Aha! or monday.com.
NocoBase is building AI employees as plugins and Portals as the surface they live on
Resource Guru is opening the schedule up — first to AI tools, now to bookings that fit themselves.
Rize stops being a time tracker you query and becomes one that runs on a schedule without you.
A competitor-comparison content machine — the feed ranks rivals, it never reports a release.
Resource Guru is teaching its scheduler to place work for you, not just record where you put it
RentRedi is building for landlords who outgrew a spreadsheet — portfolios, documents, and now AI intake
See all Aha! alternatives → · See all monday.com alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Aha! is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Aha! is currently shipping more aggressively (velocity 6.3 vs 0.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other PM products to evaluate alongside.
Top Aha! alternatives in PM are ranked by recent ship velocity. Browse the "Aha! alternatives" section above for the current picks, or visit /alternatives/aha for the full list with editorial commentary on each.
Top monday.com alternatives in PM are ranked by recent ship velocity. Browse the "monday.com alternatives" section above for the current picks, or visit /alternatives/monday for the full list with editorial commentary on each.