The Artificial Customer Intelligence Platform for B2B Support

Mosaic transforms scattered customer data into structured AI intelligence to power personalized support that continuously learns.

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True unified context:The power of support data enrichment

AI tools often connect to raw data, causing long processing times and unreliable outputs. Mosaic offers a different approach.

Mosaic answers team questions

instantly, using an optimized context

model for accuracy and speed.

A strong foundation for customization and scale

Mosaic AI’s customer context model powers AI assistants, agents and insights tailored to your tech stack. It enables complex workflows across the customer lifecycle.

Signal intelligence

Real-time ingestion and synthesis of customer and product signals.

Learning loops

Continuous learning from outcomes to refine recommendations.

Adaptive AI

Context-aware intelligence that adapts across territories, verticals, and personas.

The more you support,the smarter you get

Every touchpoint feeds the platform — from self-service to case resolution to agent assistance to trend analysis — creating a virtuous cycle of learning and automation.

Assist

Smart suggestions help agents respond better.

Self Service

Bot solves issues and gathers context.

Intelligence

Insights drive product and process improvements.

Knowledge

Resolved cases inform new knowledge articles.

AI Workflows

Automated agents detect risks and trigger actions.

From reactive support to B2B SaaS Support insights

Mosaic transforms your support function from a cost center into a scalable driver of customer excellence.

30–50% increase in operational efficiency

Faster resolution and fewer escalations

Boost CSAT/NPS with accurate responses

Identify patterns for churn and growth

Power every interaction with Artificial Customer Intelligence

Mosaic delivers a unified, AI-powered foundation for SaaS support teams—connecting every ticket, tool, and conversation through a single layer of context and automation. It’s how modern support teams scale precision, not just headcount.

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Built different. Built for you.

Explore the AI-native platform that unifies your data, empowers your teams, and turns every customer interaction into a strategic advantage.

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Integrations

Seamless connections to your existing stack.

Mosaic AI integrates natively with tools like Zendesk, Salesforce, Slack, Confluence, Intercom, and more — pulling structured and unstructured data from across your GTM systems.

No need to replace your current tools — we work where your teams already live.

Bi-directional syncs keep data fresh and contextual at all times.

Customer Context Model

Customer Context Model

Mosaic AI's proprietary customer context model structures, cleans and enriches your data offline, making it immediately usable to power AI assistants, agents, insights and workflows.

Product Modules

Product Modules

Intelligent, out-of-the-box applications drive AI for support automation and strategic value. Our four core products—Assist, Self-Service, Intelligence, and Knowledge—work together seamlessly, powered by the context model, to enable your teams to accelerate resolutions and improve customer experience.

Proven impact. In their words.

From ticket overload to streamlined operations, support leaders are transforming their workflows with Mosaic AI. See how modern teams are scaling service quality—without scaling headcount.

“Mosaic AI has been a game-changer for our frontline teams. It’s not just about support—it’s about enabling every customer-facing role to be more effective.”

 “I was looking for a superpower, and we all agreed Mosaic AI would be one of our strategic pillars.”

"Mosaic has allowed our team to focus on more important tasks and has resulted in increased productivity and efficiency."

“CSAT improved from 79 to 93, and time to resolve went from one week to 4-5 days. It dramatically reduced the noise and the time it takes to get an answer.”

"While other companies were presenting slideware, Mosaic is delivering useful Gen Al solutions today that are deeply ingrained with our employee workflows, highly accurate, and constantly delivering valuable insights."

See how data, technology, and partnership come together to drive real results.

Frequently Asked Questions

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

What is the Mosaic AI platform and how does it work?

Mosaic AI connects to your existing tools and automates support workflows through AI agents, powered by the Customer Context Layer that enriches and structures your data.

How does Mosaic unify data across tools like Zendesk and Slack?

Mosaic AI integrates with 100+ enterprise apps, indexing and enriching content across platforms to provide unified, searchable context for every ticket.

How does AI reduce time-to-resolution and agent load?

Mosaic AI automates repetitive workflows, suggests contextual replies, and routes cases intelligently—reducing agent workload and speeding up responses.

What measurable ROI can support teams see?

Customers report measurable gains across key support metrics after implementing Mosaic AI. By automating repetitive workflows, accelerating case resolution, and enabling AI-powered self-service, teams have seen:

  • 30–50% improvement in operational efficiency, driven by faster ticket handling and reduced manual effort
  • Up to 50% reduction in escalations, as AI proactively identifies at-risk cases and surfaces contextual answers before escalation occurs
  • 20% decrease in internal support requests, as agents can independently find answers through unified search
  • Higher CSAT and resolution quality, with faster, more consistent responses powered by verified, contextual AI

Mosaic AI doesn’t just reduce workload—it compounds value across the support lifecycle, freeing teams to focus on complex, high-impact interactions.