Connects to your stack. Replaces nothing.
Mentoros connects to the knowledge sources, operational systems, and custom applications you already run — through an API-first, deployment-aware integration model designed for enterprise environments.
Sources
- Knowledge
- Systems of record
- Operational data
- APIs & custom apps
Mentoros
Governed integration layer
Deployments
- Customer-facing
- Support
- Internal
Built to fit production environments.
Mentoros is additive. It connects to the systems and content already in production, runs inside the boundaries you define, and exposes what each deployment is allowed to see — nothing more.
API-first where it counts
Programmatic access for systems of record, custom applications, and tool-use endpoints — no scraping, no surface coupling.
Source-driven where useful
Knowledge ingestion from documentation, wikis, SOPs, and help content — kept in sync, attributable per response.
Scoped per deployment
Each deployment sees only the sources, systems, and tools relevant to its role and audience.
Governed at the platform layer
Access, policy, and oversight are enforced centrally — not configured per integration.
Four categories. One governed integration layer.
Rather than a fixed list of brand-specific connectors, Mentoros works across categories of enterprise systems — combined, scoped, and governed per deployment.
Knowledge Sources
Approved content the assistant grounds its responses in.
- Documentation portals
- Internal wikis & handbooks
- SOPs and policies
- Help center & support content
Systems of Record
Operational systems the assistant reads from and acts on.
- CRM
- Ticketing & helpdesk
- Commerce & order systems
- HRIS, ITSM, and finance
Operational Data
Structured data the assistant can reason and report against.
- Analytics warehouses
- BI and reporting systems
- Event, product, and order data
- Conversation history
APIs & Custom Applications
Programmatic surfaces for internal tools and custom workflows.
- Internal applications
- Public and private APIs
- Webhooks and triggers
- Tool-use endpoints
Connectors are added based on enterprise demand — not assembled into a directory for show.
Structured systems and unstructured knowledge — in one assistant.
Mentoros is not limited to one source type. The platform combines approved documents, operational systems, APIs, and business data into a single governed assistant experience.
Documents, policies, and knowledge
- Documentation & SOPs
- Wikis & handbooks
- Help content & macros
- Conversation transcripts
Mentoros
Governed integration layer
- Retrieval-grounded responses
- Tool-use across systems
- Per-deployment scoping
- Centralized policy & oversight
Systems, data, and APIs
- CRM, ticketing, commerce
- BI & analytics warehouses
- Event & operational data
- Internal & external APIs
The same integration architecture across every track.
What changes between deployments is the connected systems, the surface, the policies, and the users. The integration model underneath does not.
Mentoros Commerce
Mentoros Support
Mentoros Internal
Connected sources are not open pipes.
Every integration is scoped, permissioned, and observable from the platform. The assistant only sees what each deployment is allowed to see — and every action is accountable.
Source scoping
Define which knowledge sources and systems each deployment can read, retrieve, or act on.
Role-aware access
Permissions follow the user — assistants honor the access boundaries of the people behind them.
Deployment-level configuration
Different policies, personas, and tool-use rules per deployment — managed from one console.
Auditable by design
Source access, retrievals, and tool-use are logged — reviewable per deployment and per team.
Manage every connected source from the Admin Console.
Integrations are operated, not just installed. The Admin Console is where sources are added, scoped, monitored, and curated — across every deployment.
Connected sources
Mentoros Support · production
- Zendesk · TicketsSystem of recordactiveRead · act
- Confluence · Support KBKnowledgeactiveRead
- Salesforce · AccountsSystem of recordactiveRead
- Snowflake · AnalyticsOperational datascopedRead · aggregated
- Internal API · RefundsTool-useactiveAct · agent-only
- Help CenterKnowledgesyncingRead
Source management
Add, configure, and disconnect sources without redeploying.
Knowledge curation
Promote, demote, or retire content that informs responses.
Permission control
Assign source access by deployment, team, and role.
Deployment scoping
Configure which sources power which assistant.
Monitoring & oversight
Track source usage, retrieval quality, and integration health.
Source-aware analytics
See which sources drive resolution — and which need work.
Why this integration model works for enterprise teams.
No re-platforming required
Connect to the systems already in production — Mentoros operates inside the existing environment.
One integration model, many deployments
Customer-facing, support, and internal deployments share the same connectors and the same control plane.
Structured and unstructured, together
Documents, systems, APIs, and operational data combined into a single governed assistant experience.
Governance built into the integration layer
Source scoping, role-aware access, and audit are part of the platform — not bolted on per system.
Let’s connect Mentoros to the environment you already run.
Walk through your connected systems, deployment tracks, source architecture, and governance requirements — with the people who build the platform.