AIsion / Platform

The architecture of an
AI‑native enterprise

AIsion is a layered platform: connect your sources, ground them in a private knowledge layer, reason with governed AI, and act through agents — all observable and auditable end to end.

The stack

Five layers, one governed flow

From raw enterprise data to trusted action — every layer inherits security, permissions and audit from the one below it.

05

Experience & agents

Assistants, copilots, extraction queues and agentic workflows — where people and AI collaborate.

AssistantAgentsConsoleAPIs / SDK
04

Governed reasoning engine

Orchestration, RAG, tool-calling and model routing — wrapped in guardrails, approvals and policy.

OrchestrationGuardrailsModel router
03

Private knowledge layer

Chunking, embeddings, hybrid search and a permission-tagged vector + metadata store. Your grounded truth.

Vector storeHybrid searchLineage
02

Integration fabric

100+ connectors for ERP, CRM, warehouses, content and APIs — with incremental, permission-aware sync.

ConnectorsSyncWebhooks
01

Your enterprise data & models

Systems of record, documents and your chosen LLMs — in your cloud, sovereign cloud or data center.

Systems of recordDocumentsYour LLMs
How grounding works

From source to
cited answer

Every response and action follows the same traceable path — and the whole path is logged.

See the governance controls

Connect & sync

Connectors pull content and records, preserving source permissions.

Index privately

Content is chunked, embedded and permission-tagged in your knowledge layer.

Retrieve with permission

A query returns only what that user is authorized to see.

Reason & ground

The engine composes an answer strictly from retrieved evidence.

Cite, act & log

Output is cited, any action is gated, and every step is audited.

Deploy your way

Your data never leaves
your boundary

Three deployment modes, identical capabilities. Choose the posture your compliance requires.

Cloud

Fastest to value. Runs in your cloud tenant (Azure, AWS, GCP) with your keys and your VPC.

Fastest onboarding

Sovereign cloud

In-region, isolated infrastructure for data-residency and public-sector mandates.

Residency guaranteed

On-premise

Fully air-gapped in your data center with open-weight models — nothing leaves the building.

Air-gap capable
Integration fabric

Connect once.
Every capability inherits it.

Prebuilt connectors for the systems enterprises actually run, plus a typed SDK and REST/GraphQL APIs for everything else.

100+
Connectors
REST
+ GraphQL & SDK
SSO
SAML · OIDC · SCIM
SAP
Salesforce
Dynamics
SharePoint
Snowflake
Databricks
ServiceNow
Oracle
Workday
S3 / Blob
Postgres
Jira
Confluence
Outlook
+ API
Runs like production, because it is

Observability & MLOps, included

Cost & usage

Track spend by team, model and capability with budgets and alerts.

Quality & evals

Golden sets, automated evals and drift detection keep outputs honest.

Latency & health

Live SLOs, tracing and failover across models and connectors.

Model lifecycle

Version, promote and roll back prompts, models and pipelines safely.

Architecture built for trust and speed

Get the technical deep-dive and a reference architecture for your environment.