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Comparison · PM

Aha! vs Sunsama

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

A6.3

Aha! Builder is reshaping the product — prototypes, databases, and an MCP server land in the same week.

◆ Current state

Aha! is shipping at a daily cadence and pushing in two directions simultaneously. First, the Builder surface is being fleshed out into a full prototype-and-validate environment: built-in databases with preview/production split, in-app feedback widgets, prototypes saved as records linked to product work, AI-assisted feature mockups. Second, AI is being layered across the existing PM workflow — an MCP server that exposes Aha! data to Claude, ChatGPT, and Copilot; AI-built customer-insights reports; AI-assisted roadmap presentations. A new HubSpot integration on the Ideas side rounds out the recent moves.

◆ Where it's heading

Aha! is positioning to defend its roadmap-software seat against AI-native challengers (the Productboard comparison post is a tell) by becoming the layer where product managers prototype, validate with users, and connect the result back to the roadmap. The Builder line is the strategic bet — taking PMs out of Figma/Retool tooling and keeping them in Aha!. The MCP server matters in parallel: it positions Aha! as a data source for any agent runtime, not just as a destination workflow tool.

◆ Prediction

Expect Aha! Builder to be packaged as a standalone SKU (or upgraded tier) within the next quarter, given how complete the prototype-database-feedback loop now is. The MCP server is likely the first of several agent-integration surfaces; a second wave will probably target Linear/Jira-style sync agents that bridge Aha! into engineering execution tools.

S6.3

Sunsama ships Task Priority + Auto-Sort and starts wiring Sunny into MCP — daily planning gets opinionated.

◆ Current state

Sunsama is in steady weekly-release cadence, with the bulk of recent work concentrated in two places: the Task Priority + Auto-Sort system, which has just graduated from beta into a documented core feature, and the Sunny AI assistant, which is gaining persistent memory and MCP-callable primitives like get_task_by_id. The integration surface continues to deepen — Linear, Todoist, Jira, Asana imports now carry priority signal through into Sunsama's own model.

◆ Where it's heading

The product is moving from 'manual daily planner' toward 'opinionated planner that can be driven by Sunny or external agents.' Auto-Sort is the most telling move: Sunsama is now willing to reorder the user's day on its own based on priority and scheduled time, which is a philosophical step away from the manual drag-and-drop heritage. The MCP work signals they want Sunsama to be addressable by other AI tools — not just consumed via the Sunny UI.

◆ Prediction

Expect the next few weekly drops to expand Sunny's MCP toolset (write actions, not just reads) and to roll priority rollover into more of the integration importers. A 'Sunny plans your day' end-to-end flow that leans on the new priority + auto-sort plumbing is the natural next milestone.

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