The Semantic AI Harness

A deterministic control plane for multi-model, multi-agent AI

Reason and Act with Confidence

EnterpriseWeb enables enterprise-grade contextual automation at scale with strong governance.

Improve user experiencesReduce AI costsOptimize business outcomes

Intelligent Orchestrator

EnterpriseWeb’s Semantic AI Harness is an intelligent orchestrator that enables customers to operationalize and scale AI.

It includes a unified knowledge plane with graph connected domain concepts, rules and workflows along with typed objects, active state/telemetry, and temporal history.

The deterministic, typed, domain-driven Semantic AI Harness offers a smarter, faster, better foundation for decisions and actions.

Context‑as‑a‑Service

Instead of overloading context windows with manual Context Engineering, EnterpriseWeb uses precise and accurate Context-as-a-Service to:

  • 01

    Dynamically enrich, refine and validate language model inferences

  • 02

    Optimize and control agent behavior and support multi-agent coordination

  • 03

    Enable dynamic workflows, intent-based orchestration and autonomous systems

Beyond metrics, logs and traces contextual automation requires fine-grained knowledge of how business concepts, data, tasks, tools and rules relate to a specific events or requests.

The Semantic AI Harness dynamically generates the graph of dependencies for every interaction to provide situational awareness and optimize decisions and actions.

It leverages domain knowledge, typed objects, active state, rules and workflows to dynamically rewrite prompts and orchestrate Context-as-a-Service.

Semantic AI Harness = Knowledge Plane + Control Plane + Gateway + Governance

Architecturally, EnterpriseWeb is comprised of four parts:

interfaces
protocols

Knowledge Plane

EnterpriseWeb’s Knowledge Plane enables a real-time digital representation of business operations.

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Control Plane

EnterpriseWeb’s Control Plane leverages the Knowledge Plane to translate declarative intent into contextual action.

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Serverless Gateway

EnterpriseWeb features a serverless gateway that dynamically late-binds all connections. It generates pipelines to deliver targeted contextual payloads through specified interfaces (e.g., REST APIs, CLI) and protocols (e.g., MCP, A2A, OpenConfig, OTel).

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Governance

EnterpriseWeb handles system-wide governance including security/identity, transaction guarantees and state management, as well as multi-model, multi-agent management.

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Use Cases

Enabling Highly Dynamic Interactions

  • 01

    Business Process Transformation

    Declaratively model workflows as a set of loosely-coupled tasks connected by events and policies, which can be triggered by agents and dynamically composed based on context and permissions.

  • 02

    Intent-based Orchestration

    Declaratively model behavioral interfaces that translate human, system or agent intent into action based on interaction context, decoupling client requests, events and prompts from implementations

  • 03

    Root Cause Analysis and AIOps

    Declaratively model tasks as complex events that leverage hybrid transaction and analytics processing (HTAP) to deterministically interpret events, evaluate conditions, translate policies and optimize actions

  • 04

    Autonomous Systems

    Declaratively model complex event-driven processes that combine change data capture, observability and AI for autonomic policy-controlled closed-loops with human oversight and control

  • 05

    Distributed Transactions

    Declaratively model complex integration pipelines that support immutability and idempotency to synchronize distributed systems, federated components and virtualized data sources via APIs, CLI or agents across hybrid and multi-cloud networks

  • 06

    Infrastructure Management

    Declaratively compose application and database stacks, model deployment workflows and management plans, dynamically instantiate observability and AIOps to automate the entire lifecycle (i.e., Design, provision, deploy, orchestrate and manage)

  • 07

    Network Automation

    Declaratively compose Telco or Enterprise-grade network services, model deployment workflows and management plans, dynamically instantiate observability and AIOps to automate the entire lifecycle (i.e., Design, provision, deploy, orchestrate and manage)

Recognition

“We’re excited to be collaborating with EnterpriseWeb. Their Telecom Ontology supports deterministic reasoning via AI Data Cloud, allowing joint customers to enrich their data, analytics, inferences and semantic views.”

Sreedhar Rao, Global Telecom CTO, Snowflake
Press ReleaseDemos

“We are pleased to support EnterpriseWeb’s Telecom Ontology with Red Hat OpenShift AI to provide a unified, standards-based network model for deterministically reasoning across domains and environments, which is key to accurate, explainable and trusted AI.”

Shujaur Mufti, Director, Global Telco Ecosystem Architecture at Red Hat
AnnouncementPartner Data Sheet

CPU-first Generative AI
for optimizing workloads at the Edge

FIERCE Network Innovation Awards badge: Finalist, AItheCUBE Technology Innovation Awards 2025 badge: Finalist, Most Innovative Networking Solution

Telco-grade GenAI for Intent-based Orchestration (opens in a new tab)

Leading Lights Awards: Winner, Outstanding Use Case: AI/Machine Learning (opens in a new tab)