
Both deliver enterprise communities. Aurora's AI learns from your specific community and credits the people who make it smart.
| Capability | Khoros Aurora AI | Higher Logic Vanilla |
|---|---|---|
| How AI learns | Your community trains its own AI model (CLM) — weighted by contributor trust, specific to your content | AI model details not publicly documented |
| AI-generated answers | Cites sources AND names the human experts whose knowledge powered the answer | Suggested Answers with source links; visible only to the asker initially; no expert attribution |
| When a question is unclear | AI proactively asks the member for missing context (Clarification Questions) | No equivalent |
| Finding the right expert | AI identifies experts by topic, routes unanswered questions, caps workload, allows opt-out | Ranks and badges identify contributors; no AI-driven expert routing |
| How reactions work | "I Need This" auto-follows, creates demand analytics, triggers routing | Configurable reactions — decorative recognition |
| What CMs see first | 5 proactive "Needs Your Attention" alerts — the system tells you what to do | Visual chart/dashboard builder — CMs build reports and interpret |
| AI content moderation | AI evaluates against your community guidelines per board; appeals; image moderation; kill switch | AI Bot Shield + sentiment analysis; CleanSpeak integration |
| Automation | Visual Orchestrator: triggers, conditions, actions, scheduled rules, branded email templates | Native Automation Rules with user/content/time triggers |
| Events | Calendar views (Month/Agenda/Upcoming), My Events page, Event Series, speakers/agenda, recordings, waitlist with auto-promotion | Online/in-person/hybrid attendance, separate capacity per mode, native Zoom integration |
| Content types | Forums, Q&A, Knowledge Base, Blog, Ideas, Events, Groups, Reviews | Discussions, Q&A, Ideas, Articles, Groups, Events |
| Knowledge base | TKB with 3-step editorial workflow, versioning, co-authoring | Native KB with federated search; Zendesk KB conversion |
| Ideation | Ideas with voting and status tracking | Ideas with scoped statuses, split/merge (combines unique voters), Productboard integration |
| Gamification | Ranks and achievement badges | Points, ranks (unlock abilities), badges, daily/weekly/all-time leaderboards |
| Discussion management | Standard threading; semantic reactions with demand signals | Split/Merge add-on for discussions, Q&A, and ideas |
| Custom reporting | Answer Assist analytics with 6-stage funnel, insight rules, content intelligence | Visual chart/dashboard builder with data sources, metrics, AND/OR filters |
| Integrations | Salesforce (Case Portal, escalation, post-back); Zoom; unified with Khoros Care/Iris | Salesforce, HubSpot, Zendesk (deep two-way), Productboard, Jira, Zoom, ChurnZero |
| Customization | Page Designer, Theme Editor, GraphQL API, Custom Components SDK | Layout Editor + Widget Builder (React/TypeScript, preview, versioning, external data sources) |
| Compliance | GDPR/CCPA; AI moderation appeals with audit trail; DSA framework in progress | ISO 27001, ISO 27701, SOC 2 Type II; DSA workflow (report, decision, appeal) — shipped |
| Pricing | Contact sales | Contact sales |