# Enterprise AI engineering capabilities

> Standalone expertise for enterprise agents, sovereign inference and AI-ready data. Explore Agent Security, memory, MCP tooling, evals, cost, identity, governance and more.

Source: https://sidekickmachines.com/capabilities/

Our capabilities

## The expertise you need. The piece you choose.

Bring us a specific engineering problem. Each capability is available on its own, with a defined scope and a practical deliverable.

[Our flagship: Agent Security](https://sidekickmachines.com/capabilities/agent-security/)

Inside an agent

1. Work & people
   - [Agent Process Design](https://sidekickmachines.com/capabilities/agent-process-design/)

2. Approvals & oversight

   - [Agent HITL](https://sidekickmachines.com/capabilities/agent-hitl/)
   - [Agent Governance](https://sidekickmachines.com/capabilities/agent-governance/)
   - [Agent Observability](https://sidekickmachines.com/capabilities/agent-observability/)

3. Evals

   - [Agent Evals](https://sidekickmachines.com/capabilities/agent-evals/)
   - [Agent Cost Engineering](https://sidekickmachines.com/capabilities/agent-cost-engineering/)

4. Memory
   - [Agent Memory](https://sidekickmachines.com/capabilities/agent-memory/)

5. Identity & access

   - [Agent Security](https://sidekickmachines.com/capabilities/agent-security/)
   - [Agent Identity & Access](https://sidekickmachines.com/capabilities/agent-identity-access/)

6. Tools & systems

   - [Enterprise MCP Tooling](https://sidekickmachines.com/capabilities/enterprise-mcp-tooling/)
   - [Harness Engineering](https://sidekickmachines.com/capabilities/harness-engineering/)
   - [Enterprise Agent Sandbox](https://sidekickmachines.com/capabilities/enterprise-agent-sandbox/)
   - [Agent Architecture](https://sidekickmachines.com/capabilities/agent-architecture/)

7. Data

   - [AI Data Engineering](https://sidekickmachines.com/capabilities/ai-data-engineering/)
   - [Real-time Data Connectors](https://sidekickmachines.com/capabilities/real-time-data-connectors/)
   - [Data Quality & AI Readiness](https://sidekickmachines.com/capabilities/data-quality-ai-readiness/)

8. Models

   - [Sovereign AI & Inference Engineering](https://sidekickmachines.com/capabilities/sovereign-ai-inference-engineering/)
   - [Enterprise AI Gateway](https://sidekickmachines.com/capabilities/enterprise-ai-gateway/)

### Capability catalog

Flagship offering

#### [Agent Security](https://sidekickmachines.com/capabilities/agent-security/)

Put identity, permissions, human approvals and secure execution into practice.

#### [Enterprise MCP Tooling](https://sidekickmachines.com/capabilities/enterprise-mcp-tooling/)

Give agents usable, authorized tools for your internal systems.

#### [Agent Evals](https://sidekickmachines.com/capabilities/agent-evals/)

Turn “looks good” into repeatable evidence of agent performance.

#### [Agent Cost Engineering](https://sidekickmachines.com/capabilities/agent-cost-engineering/)

Understand and improve the cost of a successfully completed task.

#### [Agent Identity & Access](https://sidekickmachines.com/capabilities/agent-identity-access/)

Give agents identifiable, scoped access across enterprise systems.

#### [Agent HITL](https://sidekickmachines.com/capabilities/agent-hitl/)

Connect human approval to the action the agent is about to take.

#### [Harness Engineering](https://sidekickmachines.com/capabilities/harness-engineering/)

Engineer the execution around your agent so work can keep moving.

#### [Agent Process Design](https://sidekickmachines.com/capabilities/agent-process-design/)

Define the work, decisions, exceptions and human handoffs.

#### [Agent Architecture](https://sidekickmachines.com/capabilities/agent-architecture/)

Design an agent system that fits the way your business operates.

#### [Agent Memory](https://sidekickmachines.com/capabilities/agent-memory/)

Build self-learning agents that apply expert feedback to future work.

#### [Enterprise AI Gateway](https://sidekickmachines.com/capabilities/enterprise-ai-gateway/)

Bring model access, routing, policy and usage into a managed entry point.

#### [Enterprise Agent Sandbox](https://sidekickmachines.com/capabilities/enterprise-agent-sandbox/)

Provide a controlled environment for agent code and tool execution.

#### [Agent Observability](https://sidekickmachines.com/capabilities/agent-observability/)

See the runs, tool calls, waits and costs behind agent behavior.

#### [Sovereign AI & Inference Engineering](https://sidekickmachines.com/capabilities/sovereign-ai-inference-engineering/)

Make inference work within your hosting, data and performance requirements.

#### [AI Data Engineering](https://sidekickmachines.com/capabilities/ai-data-engineering/)

Build the data paths your AI needs, from enterprise systems to large-scale pipelines.

#### [Real-time Data Connectors](https://sidekickmachines.com/capabilities/real-time-data-connectors/)

Stream live data from historians, event streams, sensors and business applications into Databricks, Microsoft Fabric or your own lakehouse.

#### [Data Quality & AI Readiness](https://sidekickmachines.com/capabilities/data-quality-ai-readiness/)

Repair the data and business context that your AI workflow depends on.

#### [Agent Governance](https://sidekickmachines.com/capabilities/agent-governance/)

Define ownership, operating policy and lifecycle controls across your agents.

Know the outcome you need, but unsure about the engineering? [Start with a solution](https://sidekickmachines.com/solutions/)

A useful place to start

### Let’s get your agents into production.

Bring us one problem. We’ll work out the right engagement with you.

[Talk it through](https://sidekickmachines.com/contact/)