Teable
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Comparison · Collab
Document360 vs Reflect
A side-by-side editorial comparison of Document360 and Reflect — release velocity, themes, recent moves, and the top alternatives to consider.
Document360 vs Reflect: at a glance
| Feature | Document360 | Reflect |
|---|---|---|
| Sector | Collab | Collab |
| Velocity score | 6.3 | 0.0 |
| Sparks · 30d | 1 | 0 |
| Top themes | api, oauth, mcp, knowledge base | pkm, note-taking, ai assistant, mobile parity |
| Last editorial update | 1d ago | 3mo ago |
| Website | — | — |
What is Document360?
Document360 rebuilds its public API and turns docs into an agent-readable surface.
Document360 ships a dated release every two to four weeks and the last six months have been dominated by two threads: making the knowledge base machine-consumable, and hardening enterprise access control. The AI thread runs from the March MCP server through publishing and workflow tools in June and per-reader-group AI restrictions this month; the access thread runs SCIM provisioning, multiple JWT configurations, and reader permission inheritance. This release adds a ground-up API v3 with OAuth 2.0 and scoped keys.
What is Reflect?
Reflect's quiet SQLite frontend rewrite reset its performance ceiling and unblocked the AI roadmap.
Reflect is a personal note-taking app with embedded AI features (chat, transcription, summarization). The structurally important move of the year was a frontend rewrite onto SQLite, shipped across iOS, web, macOS, and then iPad over March 2025 — fixing the load-time and large-collection ceilings that had been quietly limiting the product. The rest of the visible cadence has been AI surface work: in-line voice transcription, Gemini for long-context chat, AI link summaries that feed semantic search, and an editor for custom prompt templates.
Document360 vs Reflect: editorial side-by-side
Document360
6.3COLLAB
Document360 rebuilds its public API and turns docs into an agent-readable surface.
◆ Current state
Document360 ships a dated release every two to four weeks and the last six months have been dominated by two threads: making the knowledge base machine-consumable, and hardening enterprise access control. The AI thread runs from the March MCP server through publishing and workflow tools in June and per-reader-group AI restrictions this month; the access thread runs SCIM provisioning, multiple JWT configurations, and reader permission inheritance. This release adds a ground-up API v3 with OAuth 2.0 and scoped keys.
◆ Where it's heading
The product is being rebuilt around programmatic access rather than portal usage. MCP made the knowledge base writable by an assistant, llms.txt made it discoverable to crawlers, copy-as-Markdown and open-in-ChatGPT made articles portable, and API v3 now gives all of that a permission-aware substrate the old v1/v2 endpoints could not support. The same permission model is showing up on the reader side too — Eddy AI features are now gated per reader group — so authorization is becoming the shared spine across API, AI, and reader access.
◆ Prediction
Expect the advanced API v3 endpoints to keep expanding as a paid add-on and the MCP server to be re-plumbed onto v3's scoped-key model, since MCP currently sits outside the new authorization scheme. A v1/v2 deprecation notice is the other likely follow-up.
Reflect
0.0COLLAB
Reflect's quiet SQLite frontend rewrite reset its performance ceiling and unblocked the AI roadmap.
◆ Current state
Reflect is a personal note-taking app with embedded AI features (chat, transcription, summarization). The structurally important move of the year was a frontend rewrite onto SQLite, shipped across iOS, web, macOS, and then iPad over March 2025 — fixing the load-time and large-collection ceilings that had been quietly limiting the product. The rest of the visible cadence has been AI surface work: in-line voice transcription, Gemini for long-context chat, AI link summaries that feed semantic search, and an editor for custom prompt templates.
◆ Where it's heading
Reflect is closing the desktop-mobile parity gap one feature at a time (advanced search filters made the jump from desktop to iOS in August) while making the AI surface more configurable and more entangled with search. The team's own July release explicitly named AI chat on mobile as the next milestone. The pattern: ship the architectural foundation, then layer the AI features that depend on it.
◆ Prediction
AI chat on mobile is the next named milestone from the team's own published roadmap notes. Beyond that, expect more features that quietly feed AI-generated context into search (the link-summary pattern extended to OCR'd PDFs, voice transcripts, etc.) and continued performance work that exploits the SQLite rewrite.
Alternatives to Document360 and Reflect
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 Document360 or Reflect.
GitHub
Copilot's model roster churns weekly while GitHub quietly rewires policy and billing plumbing
Hive
Governance and cross-workspace plumbing, not new AI surface
AFFiNE
A nightly canary train where the AI platform work hides between dependency bumps
Flame
Self-hosted dashboard that finished its feature arc and stopped shipping in 2023.
CommaFeed
A self-hosted RSS reader that now spends most of its release notes on security.
See all Document360 alternatives → · See all Reflect alternatives →
Recent activity from Document360 and Reflect
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1d agoDocument360API v3 rebuild adds OAuth 2.0 and scoped API keys ⚡
- 8d agoDocument360Interactive API reference with a rebuilt Try It! console
- 29d agoDocument360Find and replace spans variables, snippets, and links
- 1mo agoDocument360Native Mermaid diagrams and automatic llms.txt generation
- 1mo agoDocument360MCP server gains publishing and workflow controls
- 2mo agoDocument360Multiple JWT configs and an MCP analytics dashboard
- 10mo agoReflect🔗 AI link summaries
- 11mo agoReflectAdvanced Search on Mobile
- 1y agoReflectCustom prompt editor and more
- 1y agoReflectPerformance boost on iPad
- 1y agoReflectMassive speed bump, Sonnet 3.7, and PDF preview ⚡
- 1y agoReflectIn-line transcriber and Gemini for AI chat
Frequently asked questions
What is the difference between Document360 and Reflect?
They serve adjacent needs but don't currently overlap on shipped themes. Document360 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.
Is Document360 better than Reflect?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Document360 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 Collab products to evaluate alongside.
What are the best alternatives to Document360?
Top Document360 alternatives in Collab are ranked by recent ship velocity. Browse the "Document360 alternatives" section above for the current picks, or visit /alternatives/document360 for the full list with editorial commentary on each.
What are the best alternatives to Reflect?
Top Reflect alternatives in Collab are ranked by recent ship velocity. Browse the "Reflect alternatives" section above for the current picks, or visit /alternatives/reflect for the full list with editorial commentary on each.