AI for support case Intelligence

A real-time intelligence model that transforms raw support data into proactive insights, alerts, and clarity—so your team acts faster and prevents issues before they escalate.

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Make better decisions with AI-powered case intelligence

By enriching every case with AI-generated sentiment, classifications, pain points, and summaries, Mosaic AI gives Support leaders a living, searchable, and actionable understanding of what’s happening across accounts.

Teams can surface risks early, uncover patterns instantly, and drive smarter decisions across the organization.

AI search & chat

Customers get real-time, generative answers sourced directly from verified internal content—including product docs, wikis, FAQs, and past tickets.

Relevancy scoring

Weighted ranking models evaluate source freshness, authority, and feedback, ensuring only the most accurate responses surface.

Citations & transparency

Every AI-generated answer includes citations to original documentation, building trust and governance into every interaction.

Knowledge continuity

Mosaic AI maintains context across self-service and agent assist, so customers never have to repeat information when a handoff is needed.

How Mosaic AI accelerates intelligence

Mosaic AI helps SaaS support teams achieve measurable impact through AI-powered ticket deflection and continuous knowledge improvement.

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Automated, proactive alerts

Agentic alerts detect negative sentiment, escalation risk, urgent patterns, and high-value customer issues in real time—helping teams intervene earlier and prevent surprises.

Centralized, AI-enriched case data

All incoming and historical tickets are enriched with sentiment scoring, categorization, summaries, product signals, and custom enrichments—providing a complete, structured dataset for analysis.

Instant understanding of trends and themes

AI identifies recurring issues, accounts at risk, product friction, and top customer pain points—without relying on manual tagging or BI teams.

Actionable insights on demand

Conversational Insights let leaders ask natural-language questions like “What changed this week?” or “Which accounts are trending negatively?”—and instantly get answers, summaries, and recommended actions.

Built for the way support teams actually work

Mosaic AI travels with your reps through every step of the workflow—inside Zendesk, Slack, Salesforce, and more. It helps resolve cases faster without switching tabs, retraining agents, or replacing your existing systems.

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Frequently Asked Questions

Get quick answers to your questions. To understand more, contact us.

How does Case Intelligence identify customer risks?

AI analyzes sentiment, context, escalation indicators, and case patterns to detect risks early, then delivers alerts to Slack or Teams so teams can act fast.

What insights can I get from my ticket data?

You can surface trends, weekly shifts, product issues, top themes, account health, and operational metrics—all through natural-language queries.

Does Case Intelligence work with my current tools?

Yes. It integrates with Zendesk, Salesforce, Freshdesk, Slack, and Teams, with additional systems on the roadmap.

What’s the difference between alerts and insights?

Alerts proactively notify you of risks in real time; Insights allow you to explore your entire dataset conversationally and analytically.