Interact
Interact opens its intranet to outside AI assistants and uses Claude to attack its own platform.
A side-by-side editorial comparison of AFFiNE and Double — release velocity, themes, recent moves, and the top alternatives to consider.
AFFiNE's canaries add managed AI model routing, with OpenRouter support for self-hosters.
AFFiNE's November 10 canaries rework its server-side Copilot: managed model routing with route choices and defaults, OpenRouter and more request formats, and route options for self-hosted deployments, while cloud deployments can no longer set provider profiles. A follow-up resizes images to WebP for AI chats and reports images that fail to load instead of dropping them. Earlier November canaries fixed CalDAV setup and item ordering.
Double turns a recorded Chrome session into an agent that repeats the task.
Double is an accounting-practice platform built around the Ask Double assistant. Autoclose, an October 29 add-on at $500 a month, lets agents run the month-end close, and November 5 extended Ask Double to allocations, bank matching and 1099 prep. The November 12 release lets accountants record a task in the Double Chrome extension and turn it into an agent, adds bank feeds for US Xero clients, per-user caps on AI credits and new permission choices for agent actions.
AFFiNE's November 10 canaries rework its server-side Copilot: managed model routing with route choices and defaults, OpenRouter and more request formats, and route options for self-hosted deployments, while cloud deployments can no longer set provider profiles. A follow-up resizes images to WebP for AI chats and reports images that fail to load instead of dropping them. Earlier November canaries fixed CalDAV setup and item ordering.
After weeks of fixes and dependency bumps, the AI assistant is getting structural work: which model handles a request is becoming configurable, especially for self-hosters. Cloud and self-hosted setups are diverging in how much of that they control.
Expect more Copilot routing and error-handling fixes in the coming canaries; whether a stable release follows is not clear from the entries.
Double is an accounting-practice platform built around the Ask Double assistant. Autoclose, an October 29 add-on at $500 a month, lets agents run the month-end close, and November 5 extended Ask Double to allocations, bank matching and 1099 prep. The November 12 release lets accountants record a task in the Double Chrome extension and turn it into an agent, adds bank feeds for US Xero clients, per-user caps on AI credits and new permission choices for agent actions.
Double is moving from an assistant that answers to agents that do recurring work, and is now letting firms create those agents by showing rather than configuring. Usage caps, permission levels and a web-browsing switch that is off by default show it adding controls as agents get more reach.
Expect more agent templates and recorder support for other client systems, plus wider Xero coverage after the US bank feeds launch.
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 Double.
Interact opens its intranet to outside AI assistants and uses Claude to attack its own platform.
Nextcloud's November patches lean on preview speed and sharing fixes across three branches.
Mattermost v12.1 puts bots and burn-after-reading messages under the same access rules.
Asana lets Division admins run their own custom roles, on top Enterprise plans only.
SiYuan 3.8.11 alphas add freeform mind maps and plugin snapshots right after 3.8.10.
Hive turns reporting into a planning tool: shared inputs, grouped values, per-person drill-downs.
See all AFFiNE alternatives → · See all Double alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Double is currently shipping more aggressively (velocity 8.8 vs 5.0), with 3 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. Double is currently shipping more aggressively (velocity 8.8 vs 5.0), with 3 editorial sparks in the last 30 days against 0. 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 Double alternatives in Collab are ranked by recent ship velocity. Browse the "Double alternatives" section above for the current picks, or visit /alternatives/double for the full list with editorial commentary on each.