AI Suite

One governed AI Suite. Two layers: what runs it, and what runs on it.

From Sanjal Enterprises in New Delhi: a Foundation layer every agent shares — gateway, orchestration, retrieval, observability, LLMOps and private deployment — plus an Application layer of purpose-built agents your teams actually use.

Architecture

Foundation vs. Application

Every agent in the Application layer is composed from Foundation layer services — it does not maintain its own model access, retrieval pipeline or audit trail. That is what keeps 25+ agents governable by one team instead of 25 separate integrations.

Governance & Security — spans both layers

MCP / A2A-compatible. Foundation-layer tools and data sources are exposed to agents through the Model Context Protocol (MCP), and agents hand off to one another using Agent-to-Agent (A2A) messaging. Third-party and custom agents can connect to the same Foundation layer without proprietary connectors, and Application-layer agents are not locked to a single orchestration engine.

Application layer

Agents built on the Foundation layer

Grouped by function. Every agent below inherits gateway access, retrieval, orchestration and governance from the Foundation layer — none of them run as an unmonitored, standalone script.

Governance is not an add-on

Every agent is auditable by default

  • Every prompt, tool call and output is logged and attributable to a team, application and user.
  • High-impact actions require a configured human approval checkpoint before execution.
  • Model and prompt changes go through evaluation and staged rollout before reaching production.
  • Regulated workloads can run on private, sovereign infrastructure under the same governance model.
Security posture

Designed for regulated environments

PII and secrets redaction runs at the gateway before a prompt reaches any model. Retrieval never bypasses source-system permissions. Red-team and drift evaluations run on a recurring schedule against production agents, not only at launch.

See AI Governance & Observability →

Scope the right combination for your environment

Most engagements start with the Foundation layer and one or two Application-layer agents against a defined use case, then expand.