Platform architecture

The Aintlijx platform

Beyond chat. Built for governed operations.

What we control

What Aintlijx controls

Production AI needs more than model access. Aintlijx governs the operational primitives around execution: who can act, what tools are allowed, how workflows run, what credentials resolve, what it costs, and what evidence is preserved.

Agents

Governed identities, not anonymous API callers

Workflows

Structured execution with policy gates

Tools

Registered capabilities with scoped access

Identity & IAM

Users, service accounts, agents, roles

Tenancy

Organization, workspace, environment boundaries

RBAC

Product-scoped permissions

Secrets

Vault-backed credential resolution

Observability

Correlation across services and execution

Audit

Evidence-oriented execution records

In active testing today

The core platform is runnable in real environments and being validated with design partners. This is in active testing—not self-serve general availability.

  • Identity, authentication, and service-account foundations
  • Agent and composer execution paths with correlation-aware observability
  • Workflow and tool-gateway integration patterns
  • Tenant and workspace context propagation (enforcement expanding)
  • Cost and prompt-log instrumentation on LLM paths

Gaps remain in tenancy enforcement breadth, certification, and self-serve onboarding—we label maturity honestly rather than overclaiming general availability.

Platform layers

LayerRole
ExperienceCustomer workspace and product surfaces on shared governance
Control planeAgents, workflows, composer, policy, and orchestration
ExecutionTool gateway, sandboxes, credential resolution
Identity & tenancyIAM, organization context, product-scoped RBAC
Data & evidenceAudit, prompt logs, cost metering, trace correlation
InfrastructureKubernetes-native services, secrets, networking

Control plane stack

Services are designed to compose: identity establishes who is acting; tenancy scopes what they can touch; agents and workflows execute with tool and credential policy; observability and audit capture what happened end to end.

Aintlijx control plane stack from Identity through Cost and governance

One control plane — execution and governance converge.

Governed execution loop

Intent → Plan → Policy → Execute → Observe → Audit

Every meaningful action should be traceable: who requested it, which identity executed it, which tools were used, what policy applied, what it cost, what changed, and what evidence was produced.

Governed execution loop with arrows between each step

Tenant and workspace model

Aintlijx is designed for both dedicated single-tenant environments and multi-tenant platform operation. Organization context propagates across HTTP, service-to-service calls, and async workers—resolved once, verified at the boundary, enforced in data paths.

Workspaces represent dev or operational environments within an account. Product surfaces inherit the same boundaries rather than inventing per-app tenancy.

Agents are governed identities

Agents are not opaque model calls. They run as identities with tool permissions, credential policy, cost budgets, and audit obligations—the same discipline expected of human operators and service accounts.

Product-level RBAC

Roles are scoped to products, workspaces, workflows, tools, secrets, and audit visibility—not one global admin for everything.

RoleTypical scope
Platform adminOrganization settings, members, billing visibility
Security adminSecrets, policies, tenant isolation, access reviews
Product adminProduct surface configuration and entitlements
Agent operatorRun and monitor agents within policy bounds
Workflow approverReviews and approves sensitive execution paths
Developer / builderWorkspace access, tool usage, workflow authoring
AuditorRead-only access to execution and audit evidence

Builder experience vision

The builder path is designed around structured progression: clarify intent, produce a plan, pass policy checks, execute with approved tools, observe outcomes, and preserve audit evidence. This is product direction—not a claim that every step is finished today.

Platform maturity

Aintlijx control plane

In active testing

Observability & governance

In active testing

Customer workspace

In development

Product surfaces

Planned

In active testing — built enough to test seriously; not broadly released. In development — being actively built; not yet testable as a public product. Planned — on roadmap; not implemented yet.

Request design-partner preview Governance & tenancy