Polyrific Catalyst
The Managed Intelligence Platform Behind Inferr.ing.
Every enterprise has the same problem: data spread across dozens of systems, processes that don't connect, and AI tools that can't see the full picture. Catalyst solves this by abstracting enterprise complexity into something AI can actually understand and act on—with governance, observability, and reliability built in. It's why Inferr.ing delivers outcomes, not experiments.
What Is Polyrific Catalyst?
Catalyst is the control plane that makes enterprise AI actually work.
It abstracts fragmented enterprise data into persistent, queryable knowledge. It orchestrates intelligent agents that can reason, plan, and act across your business. It manages the entire AI model landscape so you never have to think about it. And it flows every decision through a single trust layer with full auditability.
This isn't infrastructure you experiment with—it's managed intelligence you rely on.
Catalyst Platform Pillars
Institutional Memory Manager
Manages persistent organizational memory and context—not just embeddings, but evolving institutional knowledge over time. Connects to enterprise data sources and abstracts them into a unified knowledge layer that AI can actually reason over, preserving context, relationships, and evidence.
Agent Manager
Handles orchestration and governance of agents, including long-running and ephemeral agents, intent parsing, delegation, manager spawning, shared blackboard collaboration, and detailed execution logging and observability.
Model Intelligence Manager
Continuously monitors and evaluates AI providers and models across availability, capabilities, behavioral drift, latency, and pricing. Maintains look-alike model mappings to enable intelligent failover without quality degradation. Customers never manage models—Polyrific handles it.
Trust & Guardrails Layer
Enforces policy, compliance, validation, and safety constraints—including confidence thresholds and human-in-the-loop escalation. Built for enterprise and regulated use cases where every AI decision must be defensible.
Telemetry & Audit Layer
Provides deep observability across agents and models: runtime metrics, cost attribution, error tracking, and full replayability. Complete audit trails explain exactly what happened in any inference chain.
How Catalyst Powers Inferr.ing
Inferr.ing is our Enterprise Solution Engine (ESE)—the platform where you build and deploy Inference Apps. Every Inference App runs on Catalyst.
When you work with Inferr.ing, Catalyst handles workflow execution and agent orchestration, intelligent model selection and failover, resource scaling and cost optimization, security and compliance enforcement, and full observability with audit trails.
Inference Apps always run on Catalyst. The Catalyst license is typically bundled within Inferr.ing subscriptions, though direct licensing arrangements are available for specific enterprise requirements.
Licensing & Availability
Catalyst is the proprietary control plane that powers our platforms. Access to Catalyst is included with Inferr.ing subscriptions—you don't license it separately unless you have specific deployment requirements.
For organizations requiring dedicated instances, custom deployment options, or enterprise arrangements beyond standard Inferr.ing subscriptions, contact us to discuss your needs.
Enterprise AI That Actually Works
Catalyst is why our solutions deliver reliable outcomes instead of promising potential. Whether you're deploying Inference Apps on Inferr.ing or exploring enterprise arrangements, the infrastructure is ready.