Slack
Slack raises the Marketplace bar back to ten installs while the agent platform consolidates.
A side-by-side editorial comparison of AFFiNE and Capacities — release velocity, themes, recent moves, and the top alternatives to consider.
AFFiNE ships from a canary firehose — invitations, iOS sharing, and self-host fixes.
Releases land almost daily as dated canary tags, each carrying a single merged pull request with a CodeRabbit-generated summary. The recent run covers three areas: workspace onboarding, where invitation links now require sign-in and can switch accounts mid-accept; mobile capture, with an iOS share sheet that saves URLs, text, web pages, and images straight into a workspace; and self-hosting, including a Render one-click blueprint and a GitHub OAuth fix that had been breaking self-hosted login outright.
AI stopped being a bundled feature at Capacities and became the thing you buy more of
Capacities ships a numbered release every few weeks across its knowledge-base app — objects, tabs, the editor, presentation mode — with AI threaded through most of them. Recent releases added a choice of AI model provider, chat connectors, image analysis for Pro users, and in July a full public API. The newest release introduces Pro+ and Believer+, optional paid add-ons that raise the monthly AI budget and sell top-ups on top of it.
Releases land almost daily as dated canary tags, each carrying a single merged pull request with a CodeRabbit-generated summary. The recent run covers three areas: workspace onboarding, where invitation links now require sign-in and can switch accounts mid-accept; mobile capture, with an iOS share sheet that saves URLs, text, web pages, and images straight into a workspace; and self-hosting, including a Render one-click blueprint and a GitHub OAuth fix that had been breaking self-hosted login outright.
Two audiences are being served in parallel. Self-hosters get deployment and authentication work — the OAuth token exchange was failing with a 403 for want of a User-Agent header, which is the kind of bug that blocks adoption entirely until someone hits it. Meanwhile the client work is about getting content into AFFiNE from outside it: the iOS share extension, HTML import that now maps hex, RGB, HSL, and named colors onto the app's themes. The pattern is a product working on capture and onboarding friction rather than new document capabilities.
Expect the canary cadence to continue at roughly one pull request per tag, with more import fidelity and mobile capture work, and further self-host deployment targets after the Render blueprint. A stable release consolidating this run is the likely next milestone.
Capacities ships a numbered release every few weeks across its knowledge-base app — objects, tabs, the editor, presentation mode — with AI threaded through most of them. Recent releases added a choice of AI model provider, chat connectors, image analysis for Pro users, and in July a full public API. The newest release introduces Pro+ and Believer+, optional paid add-ons that raise the monthly AI budget and sell top-ups on top of it.
Two arcs are converging. The first opened the product up: API 2.0 made the knowledge base programmable, and connectors let outside assistants reach it. The second is now closing around cost — AI has moved from a bundled capability to a budgeted one, and the new tiers charge for consumption rather than for features. Read together, Capacities is treating the knowledge base as the durable asset and inference as a metered resource priced separately from it.
Expect AI budget to become an explicit dimension of the plan comparison, with limits and top-up sizing tuned in follow-up releases. The entries do not show how the budget is measured, so the unit being sold remains unclear.
Other Collab 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 AFFiNE or Capacities.
Slack raises the Marketplace bar back to ten installs while the agent platform consolidates.
Hive is building the plumbing its Buzz AI snippets need to run on real team data
Mattermost is selling sovereignty and air-gapped AI, with releases buried in the argument
Paperless-ngx is patching hard behind a 3.1 release that made AI a workflow step
Read the Docs ships a dated release every week, and this one is documentation and dependencies
Zoho Sign is clearing the exit path off Docusign while stacking up regional legal assurance
See all AFFiNE alternatives → · See all Capacities alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. AFFiNE is currently shipping more aggressively (velocity 6.3 vs 3.8), with 0 editorial sparks in the last 30 days against 1. 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. AFFiNE is currently shipping more aggressively (velocity 6.3 vs 3.8), with 0 editorial sparks in the last 30 days against 1. For your specific use case, the alternatives sections above list other Collab products to evaluate alongside.
Top AFFiNE alternatives in Collab are ranked by recent ship velocity. Browse the "AFFiNE alternatives" section above for the current picks, or visit /alternatives/affine for the full list with editorial commentary on each.
Top Capacities alternatives in Collab are ranked by recent ship velocity. Browse the "Capacities alternatives" section above for the current picks, or visit /alternatives/capacities for the full list with editorial commentary on each.