Key takeaways
Freddy AI extends Freshdesk's reach. Mosaic AI extends across your entire B2B stack.
Quick verdict
Choose Mosaic AI if your support team handles complex B2B enterprise accounts with knowledge spread across Confluence, Salesforce, and Slack, not just your helpdesk. Mosaic routes and deflects tickets intelligently, assists agents with full cross-system context in every interaction, and closes the feedback loop between tickets and documentation.
Consider Freddy AI if your support is SMB or relatively straightforward and your knowledge lives primarily in the Freshdesk knowledge base. Freddy's simplicity is a real advantage for self-contained support operations.
Comparison table
Where Mosaic wins
Cross-system knowledge.Freddy AI works primarily from your Freshdesk knowledge base — supporting Freshdesk solution articles, uploaded files, and public URLs, but without native live connectors to Confluence, Salesforce, or Slack [6]. Mosaic searches simultaneously across Freshdesk, Confluence documentation, Salesforce case records, and Slack threads and synthesizes the result into a single cited answer. For B2B SaaS teams where the answer often lives in a Confluence doc or a Salesforce knowledge article, the breadth of Mosaic's knowledge coverage is the primary differentiator.
Intelligence beyond the ticket queue.Freddy Insights provides performance analytics for support leaders [2]. Mosaic's Intelligence product goes further: it surfaces which accounts are trending toward churn, which features generate the most support friction, and which topics your documentation doesn't cover, proactively from your ticket patterns.
Knowledge automation.Mosaic detects knowledge gaps systemically by analyzing which ticket topics aren't covered by existing documentation, then auto-generates draft articles for human review. Freddy AI can generate articles on demand; Mosaic finds the gaps you didn't know existed.
Predictable pricing at scale.Freddy's AI Agent is billed at $49 per 100 sessions [1] — $490 per 1,000 sessions — with the first 500 sessions free. For teams with growing self-service volume, that per-session billing compounds quickly. Mosaic's outcome-aligned pricing doesn't penalize you for scaling your AI-powered deflection.
Where Freddy AI may fit
- SMB to mid-market teams already on Freshdesk who want AI without leaving their helpdesk
- Teams with straightforward support queues where knowledge lives primarily in Freshdesk
- Operations that use voice-based support heavily, since Freshdesk Contact Center offers live call transcription [1]
- Teams where per-agent and per-session billing stays predictable at current volume
Use case comparison
Scenario: Agent needs an answer that's in a Confluence runbook, not the Freshdesk KB.
- Freddy AI: Not in scope. Freddy's knowledge sources are limited to Freshdesk solution articles, uploaded files, and public URLs [6]. The agent switches tabs.
- Mosaic AI: Searches Confluence, Salesforce, and Freshdesk simultaneously. The Confluence runbook surfaces in context with a citation.
Scenario: Support director wants to identify which accounts might churn next quarter.
- Freddy AI: Not available. Freddy Insights covers performance metrics, not account health signals [2].
- Mosaic AI: Intelligence dashboard flags accounts with escalating friction patterns and sentiment deterioration from ticket data, automatically.
Scenario: Knowledge manager wants to close documentation gaps before customers notice them.
- Freddy AI: Freddy Insights surfaces knowledge gaps from ticket patterns as a to-do list for manual review [7]; article drafts are generated on agent request, not automatically [8].
- Mosaic AI: Mosaic flags under-documented topics from ticket patterns and generates draft articles for review, closing the gap before more customers hit it.
Customer proof
- Conductor, an enterprise SEO platform, reports a 38% improvement in time to resolution and a 21% improvement in first response time after deploying Mosaic across nine integrated tools, without engineering resources and in three weeks. [4]
- Yotpo, an eCommerce growth platform, reports a 30.2% reduction in ticket handling time for agents using Mosaic AI daily. [5]
Adding Mosaic alongside Freshdesk
Mosaic layers on top of your existing support stack and does not require replacing Freshdesk. Mosaic's primary helpdesk integrations are Zendesk and Salesforce Service Cloud [3]; teams on Freshdesk should contact the Mosaic team to discuss integration options for their specific setup.
How it works:
- Connect your primary helpdesk (Zendesk or Salesforce) via OAuth (minutes)
- Add Confluence, Slack, and other knowledge sources
- Mosaic indexes your data (24–48 hours) [3]
- Agents see AI suggestions in their existing workflow
- First data review with Mosaic CSM within 1–2 weeks
See Mosaic in action
Book a demo. Purpose-built for B2B, live in days.
Frequently Asked Questions
Does Mosaic AI integrate with Freshdesk?Mosaic AI's primary helpdesk integrations are Zendesk and Salesforce Service Cloud [3]. Teams on Freshdesk who want Mosaic's cross-system intelligence layer should contact the Mosaic team to discuss integration options for their specific setup.
Does Freddy AI have agentic AI capabilities like Mosaic?Freddy AI Agent handles self-service queries autonomously within Freshdesk [1]. Mosaic's Workflows product runs multi-step automations across Salesforce, Confluence, Slack, and Zendesk [3]. No single helpdesk's native AI provides that cross-platform coverage.
Does Freddy AI have a knowledge automation feature like Mosaic AI?Freddy AI can generate knowledge base article drafts on demand [8]. Mosaic's knowledge automation is systemic: it analyzes ticket patterns to identify which topics are under-documented, then generates draft articles for those gaps without manual intervention.
Does Freshdesk offer voice support like Mosaic's self-service capabilities?Freshdesk Contact Center offers voice support including live call transcription [1]. For voice-heavy support operations, Freshdesk has a native advantage. For ticket and chat-based B2B support with complex multi-system knowledge needs, Mosaic's self-service and Assist capabilities go further.
Can Mosaic AI deflect more tickets than Freddy AI?Deflection depends on knowledge quality and coverage. Mosaic's Self-Service is grounded in all your connected knowledge sources, not just what's in Freshdesk [3]. For B2B SaaS teams where documentation lives in Confluence and Salesforce, Mosaic's broader knowledge base typically enables higher deflection rates.
Bibliography
[1] Freshworks. "Freshdesk Pricing." Freshworks, 2026. https://www.freshworks.com/freshdesk/pricing/ — Confirms AI Agent self-service at $49 per 100 sessions with first 500 sessions free; Freddy Insights as a bundled analytics feature; Freddy Copilot listed as an available add-on (no pricing displayed on page). Voice support is available via Freshdesk Contact Center, a separate add-on product from Freshworks.
[2] Freshworks. "Freddy Insights." Listed as a bundled analytics feature on the Freshdesk pricing page. https://www.freshworks.com/freshdesk/pricing/
[3] Mosaic AI. "Comprehensive Business Profile." Internal repository: docs/business_description.md — Confirms 100+ integrations, deployment timeline, primary helpdesk integrations (Zendesk and Salesforce Service Cloud), SOC 2/ISO/HIPAA/GDPR compliance, no training on customer data, and pricing model.
[4] Mosaic AI. "Conductor Case Study." https://getmosaic.ai/blog/conductor-uses-mosaic-ai-to-reduce-agent-ramp-times — Customer metrics (38% improvement in TTR, 21% improvement in first response time, nine integrated tools in three weeks).
[5] Mosaic AI. "Yotpo Case Study." https://getmosaic.ai/blog/yotpo-uses-mosaic-ai-to-cut-case-handling-time — Customer metrics (30.2% reduction in ticket handling time). Corroborated by docs/business_description.md.
[6] Freshdesk. "Configure Knowledge Sources." Freshworks Support, 2026. https://support.freshdesk.com/support/solutions/articles/50000011712-configure-knowledge-sources — Confirms Freddy AI knowledge sources for Freshdesk: solution articles, uploaded files (PDF, DOCX, TXT), public URLs, and custom Q&As. No native live connectors to Confluence, Salesforce, Google Drive, or Slack.
[7] Freshdesk. "Overview of Freddy AI for Ticketing." Freshworks Support, 2026. https://support.freshdesk.com/support/solutions/articles/50000010359-overview-of-freddy-ai-for-ticketing — Confirms Freddy Insights surfaces knowledge gaps from ticket data as a proactive to-do list for KB articles. Gap detection is a surfacing and manual review tool, not automatic article generation.
[8] Freshdesk. "Solution Article Generator." Freshworks Support, 2026. https://support.freshdesk.com/support/solutions/articles/50000006259-solution-article-generator-save-time-when-creating-help-articles — Confirms Freddy AI Copilot can generate KB article drafts from a ticket response on agent request. Agent-initiated, not automatic from ticket pattern analysis.
