Key takeaways
Agentforce is a full-platform commitment. Mosaic AI is AI for your support team: live in weeks, no SI partner required.
Quick verdict
Choose Mosaic AI if your team wants AI for support (case summaries, cross-system knowledge, churn signal detection) without rebuilding around Salesforce's full AI platform. Mosaic goes live in weeks, works with your existing Salesforce Service Cloud setup, and extends intelligence beyond what Agentforce natively provides.
Consider Agentforce if your entire organization has committed to the Salesforce ecosystem across Sales, Service, and Marketing Cloud, you have a dedicated Salesforce admin team, SI partner, or a team of internal developers, and you have 6+ months and developer resources to invest in implementation.
Comparison table
- Einstein Knowledge Creation requires Unlimited Edition and Einstein Generative AI enabled.
Technical comparison
Cost comparison
Where Mosaic wins
- Deployment speed: Weeks with prebuilt connectors and dedicated onboarding. Agentforce requires 6+ months and a Data Cloud migration before non-Salesforce data is usable. No SI partner required.
- Cross-system knowledge: Agentforce is Salesforce-native. Mosaic connects Confluence, Zendesk, Slack, and 50+ other sources without migrating data into Salesforce.
- No certification requirements: Mosaic's Workflows are configured by your onboarding team. Agentforce's Agent Builder requires extensive Salesforce platform knowledge to build and maintain.
Pricing transparency.
Agentforce pricing stacks three overlapping cost structures:
- Flex Credits at $0.10 per AI action — a complex support case can involve dozens of actions per resolution
- Per-user add-on at $125+/user/month
- Agentforce 1 bundled editions at $550+/user/month
For a 50-agent team on the $125/user/month add-on: $6,250/month in seat costs. At 5,000 AI actions/month, Flex Credits add another $500 — before consulting fees, Data Cloud migration, or SI costs. Costs compound without a ceiling as resolution volume grows. Mosaic's outcome-aligned pricing has no per-action billing structure.
Where Agentforce may fit
- Organizations where Sales, Service, Marketing, and Field operations are all fully committed to the Salesforce platform
- Companies with dedicated Salesforce admin teams, established SI partner relationships, or a team of internal developers
- Teams where AI needs are primarily within Salesforce, with no cross-system intelligence required from Confluence, Slack, or Zendesk
- Enterprises with approved budget for Flex Credits, per-user add-ons, or full bundled editions
Use case comparison
Scenario: Support team needs to find an answer that's in Confluence, not Salesforce.
- Agentforce: Not out of the box. Requires Data Cloud migration and months of data implementation to extend beyond the Salesforce ecosystem. The agent switches tabs.
- Mosaic AI: Searches Confluence, Zendesk, Slack, and Salesforce simultaneously. The answer surfaces in context with a citation.
Scenario: Support director wants early warning on accounts trending toward churn.
- Agentforce: Reporting within Salesforce Service Cloud analytics can surface Salesforce-based patterns. Cross-system signals from support tickets, Slack, and Confluence require additional data engineering.
- Mosaic AI: Intelligence dashboard flags accounts with escalating friction and sentiment deterioration automatically from case patterns, with no additional data engineering required.
Scenario: Support ops team wants to build an escalation workflow across Salesforce and Slack.
- Agentforce: Agent Builder is low-code and Salesforce-centric. Cross-platform workflows require additional configuration and extensive Salesforce expertise.
- Mosaic AI: Mosaic configures multi-step automations across Salesforce, Slack, Confluence, and Zendesk without engineering or Salesforce certification.
Customer proof
- Cynet, a cybersecurity platform running Salesforce as their primary case management system, reports a 50% reduction in resolution time, 47% ticket deflection at Tier 1, and a CSAT improvement from 79 to 93 after connecting Mosaic to their Salesforce, Confluence, and Microsoft Teams environment.
- Rapid7, a global cybersecurity company with 500+ support agents, reports a 35% increase in agent capacity and 30% faster ticket handling time, with VP Global Support Rahat Nehal describing Mosaic as "a game-changer for our frontline teams."
- Conductor reports headcount cost savings that "more than paid for Mosaic AI" after deploying across nine integrated tools, with agent ramp times and resolution speed improving within weeks.
Switching from Agentforce to Mosaic
Mosaic is not a Salesforce replacement; it layers on top of your existing Salesforce Service Cloud setup.
How it works:
- Configure OAuth in Salesforce and create a dedicated Mosaic API user (guided setup)
- Connect Salesforce in the Mosaic integrations dashboard
- Mosaic indexes your cases, records, and knowledge articles (24–48 hours)
- Add Confluence, Zendesk, and Slack to complete your knowledge graph
- First data review with your Mosaic CSM within 1–2 weeks of going live
No SI partner. No certification requirements. No Flex Credit calculations.
See Mosaic in action
Book a demo. Live in weeks, not months. No SI partner required.
Frequently asked questions
Can I use Mosaic AI on top of Salesforce Service Cloud instead of Agentforce?
Yes, and this is one of Mosaic's most common use cases. Teams connect Mosaic via the REST API setup, and get AI capabilities (case summarization, reply drafts, cross-system knowledge, churn signals) within weeks. No Agentforce license, no Flex Credits, no SI partner.
Does Mosaic AI integrate with Salesforce CRM?
Yes. Mosaic connects to Salesforce via REST API, indexing cases, customer records, knowledge articles, and account history, giving agents instant context on who they're supporting and what's happened before.
Does Salesforce Agentforce have a workflow builder like Mosaic AI?
Agentforce includes Agent Builder, a low-code tool within the Salesforce platform that requires extensive Salesforce platform knowledge to operate and maintain. Pre-built agent templates are available but each requires significant SFDC developer configuration. Mosaic's Workflows product requires no Salesforce certification, with automations configured by your onboarding team spanning Salesforce, Zendesk, Confluence, and Slack.
Does Mosaic AI support knowledge automation better than Salesforce's Einstein AI content features?
Mosaic's knowledge automation closes the feedback loop between tickets and documentation: it identifies knowledge gaps by analyzing which cases aren't covered by existing content, then generates draft KB articles for review. Salesforce's Einstein AI offers generative content features for individual article creation. Mosaic's approach is more systemic — it surfaces the gaps before you ask.
Can Mosaic AI deflect more tickets than Salesforce Agentforce?
Deflection depends heavily on knowledge quality and coverage. Mosaic's Self-Service product draws from all your connected knowledge sources (Confluence, Salesforce, Zendesk KB, Slack), not just Salesforce-hosted content. That breadth often enables higher deflection rates in B2B SaaS environments where knowledge lives across multiple tools.
