# Asterism

> Asterism designs, deploys and operates AI workforces for mid-market and enterprise companies: coordinated teams of autonomous AI agents that work across a company's existing systems (CRM, ERP, accounting, email, ticketing, data warehouse and proprietary tools). Each agent has a role, a manager, goals, a budget and permissions. Engagements are scoped per client, with no public pricing, and a first department workforce is typically live in 30–60 days. Asterism is a Gem State Holdings company.

Website: https://ai.gemstate.builders/
Contact: engagement inquiry form at https://ai.gemstate.builders/#contact

## What Asterism does

- Workforce architecture: maps departments, systems and workflows, then designs an AI org chart with roles, reporting lines and human checkpoints.
- Goal alignment: links company mission to department goals, agent goals and tasks, so every agent action traces to a business outcome.
- Agent engineering: builds role-specific agents with defined instructions, skills and least-privilege permissions. Model-agnostic; the best engine is chosen per role.
- Systems integration: connects agents to existing CRM, ERP, accounting, email, documents, ticketing and proprietary systems without replacing them.
- Autonomous operations: scheduled routines and event triggers (for example month-end close prep, weekly reporting, new-lead follow-up).
- Governance and approvals: human sign-off gates for sensitive actions, instant pause/reassign/retire for any agent, versioned and reversible configuration.
- Cost controls: budgets by company, department and agent, with a warning at 80% and automatic pause at 100%.
- Audit and observability: a permanent record of every agent action, tool call, approval and dollar spent.
- Institutional skills: company playbooks codified into tested, versioned skills shared by all agents.
- Managed operations: ongoing monitoring, tuning and expansion after launch.

## How an engagement works

1. Inquiry: a partner replies within one business day.
2. Executive briefing: a working session with leadership to identify where agents can take on work and what it is worth.
3. Workforce assessment: systems and workflow deep dive producing an AI org chart blueprint, prioritized roadmap and ROI model.
4. Proposal and deployment: a fixed-scope proposal with milestones, governance terms and success metrics, then build, launch and operate. A first department workforce is typically live in 30–60 days.

Engagement models: department workforce, enterprise transformation (multi-department and multi-entity), and managed operations. NDAs, security reviews and procurement processes are supported.

## Frequently asked questions

- What is an AI workforce? A coordinated team of autonomous AI agents, each owning a role such as AR follow-up, lead qualification or weekly reporting. Unlike a chatbot or copilot, each agent has a job title, a manager, goals, a budget and permissions, and agents escalate to people when a decision needs a human.
- How is this different from a chatbot or copilot? Chatbots and copilots wait to be asked. Asterism agents do the work on their own, on a schedule, on an event or when handed a task, inside guardrails leadership sets.
- Who is it for? Mid-market and enterprise companies (roughly 50 to several thousand employees) that run on many systems and want measurable results from AI rather than pilots.
- Is data safe? Agents run with least-privilege access, credentials are managed securely, each company's data is isolated, every action is logged, and deployment on the client's own infrastructure is available.
- Does it replace staff? It takes repetitive, after-hours and fall-through-the-cracks work off teams. People stay in charge of approvals and direction.
- What if an agent makes a mistake? Sensitive actions require approval, spending is capped by hard budgets, every change is reversible, and any agent can be paused instantly.