The production layer for enterprise AI
MechaMental is governed AI orchestration infrastructure — multi-tenant pipelines, model routing, structured data, and enterprise security on one substrate.
Multi-tenant architecture
Every request flows through a layered isolation model. Resources are scoped to their tenant boundary, and the access control engine enforces permissions at every layer.
Core capabilities
Ten integrated subsystems covering the full lifecycle of enterprise AI — from pipeline authoring and model routing to security, storage, and on-premise connectivity.
Augmentation Pipelines
Multi-stage AI workflows with version-controlled stages and steps. Field-level diffing, release management, and multi-environment deployment give you full control over pipeline evolution.
Model Routing
Policy-based model resolution with circuit breakers and automatic fallback. Multi-provider support across OpenAI, Anthropic, Ollama, vLLM, and Mistral with org-level credential management.
Enterprise RBAC
IAM-style roles, policies, and fine-grained permission strings. Custom roles, workspace-level membership, and org-level administration through a unified access control engine.
Volumes & Collections
Cross-app shared storage with path-based entries and environment scoping. Schema-light document collections with chunked S3 pages and optional graph edges between records.
Knowledge Layer
Vector-based knowledge with unified indexing across resources. Resource-aware embeddings with dimension-agnostic operations for retrieval-augmented generation.
Event Bus
Event-driven automation with typed events and domain-specific routing. Ingest tokens and webhook integration for connecting external systems to pipeline triggers.
Tools & Integrations
MCP-native tool system with platform tools for LLM inference and integration tools for external services. Sandboxed code execution via Firecracker VMs for untrusted workloads.
Cortex
Conversational AI interface with managed threads, context assembly, and tool-calling. Built on the augmentation engine for full pipeline capability in every conversation.
Security & Governance
TOTP MFA, OIDC SSO, SCIM provisioning, audit trails, and configurable data retention policies. Built for organizations targeting DORA, ISO 27001, and SOC 2 compliance.
Bridge
Air-gapped connectivity for on-premise deployments. Secure relay between cloud orchestration and private infrastructure with pool-based load balancing.
Built for regulated Europe
Infrastructure designed from the ground up for EU data residency, compliance frameworks, and air-gapped deployments.
EU Data Residency
Frankfurt region live, with expansion planned. All data processing and storage within EU jurisdiction.
Bridge
Air-gapped connectivity to private infrastructure. Deploy models and tools on-premise while orchestrating from the cloud.
Audit Trails
Complete execution history and compliance-ready logging. Every pipeline run, model call, and data access is recorded.
Ready to get started?
See how organizations use MechaMental to ship governed AI systems, or talk to us about your requirements.