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AI agents can transform complex back-office work, but building an agent is not the same as running one in production.
Finance and operations teams need AI-powered workflows that can handle documents, data, business rules, and exceptions across systems. They also need the context, controls, and oversight to make that work reliable at scale.
That is why Condensed Matter and Sema4.ai are combining their strengths to make it faster and easier for customers to reach production.
Condensed Matter helps enterprises turn AI strategy into measurable outcomes. Sema4.ai provides the platform to build, run, and manage repeatable AI workflows for complex, high-stakes business operations.
The challenge: moving from pilot to operational value
Back-office workflows are rarely simple. Invoices, reconciliations, compliance reviews, and operational exceptions often span ERPs, documents, spreadsheets, email, and business policies.
Traditional automation is reliable for fixed processes but brittle when work varies. General-purpose AI can reason through variation but often lacks the business context, operational controls, and traceability enterprises require.
The challenge is to create AI workflows that can move routine work forward, escalate exceptions when needed, and operate with the confidence required for real business processes.
The Sema4.ai platform
Sema4.ai brings together three connected layers for enterprise AI work.
The Agent layer
The Agent layer puts work into motion. Teams can create AI-powered workflows that combine documents, data checks, business rules, reusable capabilities, approved tools, and human review.
These workflows can respond to the events that create real work—such as incoming email, scheduled processes, file changes, webhooks, and connected systems. Routine items can progress automatically; exceptions are routed to people with the supporting context intact.
The Context layer
The Context layer gives AI workflows an understanding of the business.
It brings together connected data, documents, shared business definitions, and reusable knowledge so workflows can operate against the relationships that matter: suppliers, invoices, purchase orders, policies, accounts, and more.
Rather than treating each source as an isolated system, Sema4.ai helps teams ground AI work in the data and business context behind each decision.
The Administration layer
The Admin layer gives organizations the ability to manage AI work at scale.
Teams can oversee projects, connections, shared capabilities, usage, access, and operational activity across the platform. Audit records and governance controls help keep important changes visible and support review, investigation, and continuous improvement.
Together, these layers help organizations build AI-powered workflows, ground them in trusted business context, and operate them with enterprise oversight.
Condensed Matter’s approach to faster value
Condensed Matter brings an outcomes-first methodology to apply alongside the Sema4.ai platform architecture.
First, it helps teams identify the highest-value business bottlenecks and quantify opportunities. That may mean targeting invoice reconciliation to minimize revenue leakage, focusing on receivables matching to reduce days sales outstanding (DSO), zeroing in on procurement sourcing to optimize supply spend, or identifying another complex use case where AI can accelerate speed to value for the business.
Next, Condensed Matter helps roadmap the use cases and design the optimal workflows around the customer’s data, processes, and control requirements:
- The Agent layer defines how work is performed and escalated.
- The Context layer connects the necessary data, documents, and business rules.
- The Admin layer establishes the operational controls needed to manage the workflow.
Finally, Condensed Matter’s forward-deployed team helps integrate the solution into the customer’s core systems and operating environment—moving the work from a plan to a production capability.
Accelerating production AI agents
How a partnership helps customers
Condensed Matter and Sema4.ai share a focus on AI agents built for outcomes, not experiments.
Condensed Matter brings strategy and implementation expertise to identify the right use cases and guide deployment. Sema4.ai provides the enterprise-grade agent platform to build, run, and manage trusted AI workflows.
Together, we help enterprises move from AI ambition to operational impact: AI-powered work that is grounded in business context, designed for real processes, and managed with the control enterprise teams require.
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