Interior operations platform
A role-aware operations platform connecting catalog, projects, agreements, inventory, customer workflows, chat, attendance, and administration.
Custom AI systemsbuilt around your work.
We design and build bespoke AI operations systems that triage, diagnose, act, and improve—with your team in control.
Support ticket
Triage
Diagnose
Awaiting approval
Work item
Human approval before action
Your workflows
Your repo
Human approval
Observable systems
Capabilities · 04
What NestedBit builds with AI.
We connect your data, tools, rules, and people into reliable systems your team can inspect and control.
Explore servicesEnd-to-end operating systems that orchestrate agents, tools, and data into reliable processes your team can trust and improve.
We map the workflow, encode business rules, connect the systems that already matter, and place approval gates before consequential actions.
Inputs
Business rules
Agent workflow
Approval gate
Actions
Audit trail
Grounded support agents that answer from approved knowledge, triage work, use controlled tools, and escalate when confidence is low.
The agent is designed around your service policy—not a generic chat window. Access is role-aware, responses are traceable, and handoff is explicit.
Typical deliverables
- Knowledge and policy design
- Controlled tool access
- Escalation and fallback paths
- Evaluation set and response review
Software repositories built with the rules, context, tests, and release paths agents need to contribute safely.
We turn architecture decisions, business logic, UI conventions, and deployment expectations into maintainable context instead of tribal knowledge.
Typical deliverables
- Repository operating rules
- Business-context map
- Test and deployment guardrails
- Reusable agent skills and documentation
Secure MCP integrations, retrieval, memory, evaluation data, and provenance for agents that need dependable context.
We begin with the information needed to make a correct decision, then design retrieval, permissions, validation, and observability around it.
Typical deliverables
- Data and permission model
- MCP or retrieval services
- Evaluation and provenance layer
- Monitoring and validation plan
// Systems
Selected systems
Case study in approval
Manufacturing operations system
A custom manufacturing operations system spanning quotations, materials, purchasing, production, subcontracting, quality, and delivery.
// Method
From workflow audit to operating system.
Audit
Find repetitive, rule-based work with a measurable return.
Pilot
Prove one workflow with real data, guardrails, and human approval.
System
Integrate, observe, document, and improve in production.
// Built for production
AI depth with software discipline.
NestedBit combines agent engineering with the systems work required to make it dependable: permissions, deployment, data boundaries, testing, and operations.
- 10+ years building secure production software
- AI agents, MCP, RAG, datasets, and evaluation
- RBAC, OAuth/OIDC, cloud infrastructure, and observability
- Go, React, Firebase, Kubernetes, Temporal, and distributed systems
// Insights
Read all insights Ideas for operating with AI.
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When to build an AI agent
Use the Rule of R to decide whether a workflow deserves an agent, a chatbot, conventional automation, or no software at all.
AI agent vs chatbot: the operational difference
A chatbot helps with a conversation. An agent participates in a workflow—with tools, permissions, state, and accountable outcomes.
Human approval is a system boundary
Approval gates make consequential AI actions inspectable, reversible where possible, and aligned with real operational responsibility.
// Questions
Before we build.
Not always. The workflow audit may recommend a grounded chatbot, deterministic automation, a conventional software feature, or no build. We use the Rule of R before selecting the technology.
We choose one bounded workflow, define measurable acceptance criteria, connect controlled data, add safeguards, and prove the operating path before discussing a wider system.
Yes. Consequential actions can require approval, and every action can carry source context, validation results, and an audit record.
Usually not. A bespoke system can sit across the tools that already work, replace only the brittle parts, and provide one controlled workflow for the team.
The audit is free. Pilots and production systems are scoped around workflow complexity, integrations, security, and operating requirements, so pricing is custom.
// Workflow audit
Start with one workflow.
Bring the process that keeps repeating, breaking, or waiting. We will map the best next step together.
Book a workflow audit