AI Customer Service Agents for B2B Support

Mosaic AI works across your entire tech stack, including Salesforce, Zendesk, Slack, Jira, and Confluence, as well as multiple instances of those tools. Agentforce, by contrast, only operates within the Salesforce ecosystem.

Mosaic AI includes purpose-built modules for support teams, such as agent assist, self-service, knowledge automation, and intelligence. It is designed specifically for customer support workflows rather than functioning as a horizontal AI add-on.

Mosaic AI also avoids platform lock-in. It integrates with the tools you already use instead of requiring your organization to consolidate everything onto Salesforce.

Mosaic AI begins with a 5-day proof of value that connects three to five systems and delivers an executive brief summarizing key findings and opportunities.

Initial deployment—typically starting with Rep Assistant—can follow within weeks rather than months.

There is no heavy professional services engagement required. Mosaic AI includes pre-built integrations and a context layer that indexes your data from day one.

By comparison, Agentforce and Einstein implementations often take 6–12 months or longer and typically require dedicated consultants.

Mosaic AI does not replace Salesforce; it integrates with it. This means there is no conflict with your existing CRM investment.

You can run Mosaic AI alongside Agentforce and compare results side by side during a proof of value.

Many customers actually begin evaluating Mosaic AI because their Agentforce rollout stalled or underdelivered.

Mosaic AI simply connects to Salesforce as a data source, so any work already done within your Salesforce instance continues to provide value.

The 5-day proof of value provides measurable data on deflection, handle time, and agent productivity before you commit.

Initial deployment typically shows ROI within the first month through reduced time-to-resolution and increased agent capacity.

Even with conservative assumptions—modeling only agent assist and no self-service deflection—most organizations see cost-neutral or positive returns within the first three months.

ROI is measured through clear operational metrics that CFOs recognize, including case deflection rate, handle time reduction, headcount avoidance, and CSAT improvement.

No. Mosaic AI deploys with its own team and does not require a third-party systems integrator.

The platform’s context layer automatically pre-processes your data, eliminating the months of tuning and configuration typically required for Agentforce implementations.

Agent Builder allows your operations team to configure and iterate on agents without needing engineering resources.

Mosaic AI also owns the roadmap, updates, and ongoing support, so your internal team does not carry the maintenance burden.

Yes. Mosaic AI is designed to integrate with your existing stack rather than replace it. It connects to your CRM, knowledge base, ticketing system, Slack, Jira, Confluence, and other tools.

Permissions are inherited directly from your source systems, so there is no need to re-architect access controls.

The platform works with both Salesforce and Zendesk ticketing environments.

Think of Mosaic AI as an intelligence layer that sits on top of your existing stack and makes every tool more effective.