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A side-by-side editorial comparison of Rspamd and Zoho Cliq — release velocity, themes, recent moves, and the top alternatives to consider.
Rspamd closed a file-read hole any TCP client could reach, and taught the PDF parser to read fonts.
Rspamd's 4.1.x line is running two tracks at once: extending the neural and fuzzy subsystems it rebuilt earlier in the cycle, and auditing its own attack surface. 4.1.5 continues both — fuzzy storages now receive sender authentication facts over encrypted rules, the PDF parser decodes text through font encodings and ToUnicode CMaps, and the protocol gates File, Path and Shm message sources that any TCP client could previously use to have arbitrary files parsed. That gate ships as an opt-out now and an opt-in later.
Zoho Cliq 7.0 bets on AI conversation summaries and Neat hardware to close the gap with enterprise messaging platforms
Zoho Cliq is mid-cycle on its most substantial release in years. Cliq 7.0 (August 2026) introduced AI-powered thread summaries, automatic task extraction from conversations, voice transcription with AI notes, and a redesigned developer platform. The guest user feature was overhauled for external collaboration, and the product now runs natively on Neat conferencing hardware — moving from software into physical meeting rooms.
Rspamd's 4.1.x line is running two tracks at once: extending the neural and fuzzy subsystems it rebuilt earlier in the cycle, and auditing its own attack surface. 4.1.5 continues both — fuzzy storages now receive sender authentication facts over encrypted rules, the PDF parser decodes text through font encodings and ToUnicode CMaps, and the protocol gates File, Path and Shm message sources that any TCP client could previously use to have arbitrary files parsed. That gate ships as an opt-out now and an opt-in later.
Every release in this window has carried at least one security fix in the same class: a controller accepting any password on a malformed hash, a DKIM out-of-bounds read, MIME recursion depth, and now unauthenticated file reads. The project is systematically walking its own input paths rather than reacting to individual reports. Alongside it, the fuzzy subsystem keeps gaining structure — diagnostics, persisted shingle sets, and now shared sender reputation signals — turning what was a hash-match check into a scored, introspectable component.
The stated plan to flip allow_file_and_shm_inputs to false in the next major release makes that the visible breaking change to prepare for. Expect the fuzzy work to keep consolidating, since sharing SPF, DKIM and DMARC state with storages sets up cross-sender scoring that the current per-hash matching cannot express.
Zoho Cliq is mid-cycle on its most substantial release in years. Cliq 7.0 (August 2026) introduced AI-powered thread summaries, automatic task extraction from conversations, voice transcription with AI notes, and a redesigned developer platform. The guest user feature was overhauled for external collaboration, and the product now runs natively on Neat conferencing hardware — moving from software into physical meeting rooms.
Cliq is running a dual-layer play: embed Zia AI deeply enough in conversations that task tracking happens inside the messaging layer rather than alongside it, while simultaneously opening to the agentic ecosystem through MCP integration and a more accessible developer platform. The Neat hardware integration points toward a longer-term push for enterprise room-system budgets, typically owned by IT rather than team leads.
Expect deeper Zia integration within the Cliq developer platform — bots triggered by conversation context rather than scheduled tasks. The MCP path suggests Cliq is positioning itself as a target for external AI agents, not just a source of data for them.
Other Comms 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 Rspamd or Zoho Cliq.
Element Web rolls Module API v2 across its plugin suite alongside room list redesign
Canary Mail adds real-time inbox translation and persistent AI chat history across iOS and macOS.
Twilio grafts ElevenLabs AI voices onto TwiML and expands its Salesforce omnichannel reach.
Salesmsg adds NPS surveys to SMS conversations and expands AI agent action repertoire
Superhuman rebuilt its mobile apps and wired every inbox into AI assistants — the email client is becoming a suite.
Chatwoot is building an AI-first support platform, with Captain gaining audience targeting and macro automation reaching the keyboard-native workflow.
See all Rspamd alternatives → · See all Zoho Cliq alternatives →
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
They serve adjacent needs but don't currently overlap on shipped themes. Zoho Cliq is currently shipping more aggressively (velocity 6.3 vs 5.0), 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. Zoho Cliq is currently shipping more aggressively (velocity 6.3 vs 5.0), with 1 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Comms products to evaluate alongside.
Top Rspamd alternatives in Comms are ranked by recent ship velocity. Browse the "Rspamd alternatives" section above for the current picks, or visit /alternatives/rspamd for the full list with editorial commentary on each.
Top Zoho Cliq alternatives in Comms are ranked by recent ship velocity. Browse the "Zoho Cliq alternatives" section above for the current picks, or visit /alternatives/zoho-cliq for the full list with editorial commentary on each.