Mach Lilies designs, deploys, governs, and operates AI agent workflows that take work out of inboxes, documents, CRMs, finance systems and operational queues — safely, measurably, and with human oversight where it matters. Mach speed. Lily craft.
Agents don't need unlimited autonomy to create value. The strongest production systems are bounded, monitored and governed.
Agentic operations is the practice of putting AI agents to work on real, repeatable business processes — and then running them like production systems, not experiments. As a senior, founder-led practice, Mach Lilies maps the workflow, builds a bounded agent against your real tools and data, wires in human approval where risk lives, and operates it with monitoring, evaluation and a full audit trail. You buy a workflow that runs and keeps improving — not billable hours.
Workflow design, agent build, secure connectors, governance and managed operation — engaged together or in stages.
We map the process end to end — triggers, handoffs and exceptions — and design where an agent can safely act and where a human stays in the loop.
Bounded, tool-using agents built against your real systems and documents, with clear permissions and predictable behaviour.
Least-privilege integrations into CRM, ERP, email, document stores, ticketing and finance tools — scoped to the workflow and nothing more.
Approval gates, review queues and escalation rules, so high-risk actions always pass a person before they happen.
Quality checks, evaluation suites and dashboards that show what the agent did, where it struggled and what it cost.
We run the workflow as a service — monitoring, tuning, regression testing and monthly optimisation as your processes change.
Four movements that take a workflow from manual drag to a governed agent running in production.
Identify the process where an agent can create value without uncontrolled risk, and agree the success measures.
Build a narrow working agent against realistic data and tool calls, evaluated against measurable outputs.
Permissions, approvals, evaluations, logs and incident controls — built in before scale, not bolted on after.
Monitor quality and cost, expand scope carefully, and report on the workflow as it runs.
We work with leaders who own real processes and need them to run reliably — across document-heavy, admin-heavy work.
Agents get least-privilege access and clear limits. No open-ended autonomy inside your systems.
People approve the actions that carry risk; the agent drafts, routes, classifies and updates.
We monitor, evaluate and improve the workflow after launch — the value compounds.
Source, runbooks and operational knowledge transfer to your team. No lock-in.
We optimise for one thing: a governed workflow that removes manual drag and keeps running safely.
Agentic operations is the design, deployment and ongoing operation of AI agents that perform real business workflows — bounded systems that read, draft, classify, update and route work across your tools, with human approval for high-risk actions and a full audit trail. It is the difference between an AI demo and an AI workflow that runs in production.
No — and that is deliberate. The strongest production systems are bounded: agents get least-privilege access to only the tools and data a workflow needs, humans approve high-risk actions, and every step is logged. We design for control, not uncontrolled autonomy.
We build secure, least-privilege connectors into the systems a workflow touches — typically CRM, ERP, email, document storage, ticketing, finance and internal tools. Access is scoped to the specific workflow and nothing more.
Before we build, we estimate the time saved, error reduction and throughput gain. After launch, monitoring and evaluation track real usage and cost, so the operational impact is measured rather than assumed.
Ongoing monitoring, quality evaluation, regression testing when models or prompts change, cost tracking, incident response and monthly optimisation as your processes evolve. You can also take operations in-house — we hand over clean systems and runbooks.
Most engagements begin with an Agentic Operations Sprint: a focused engagement that maps your highest-value workflows, prototypes the strongest one, and produces a production rollout plan with governance built in.
Tell us the workflow you want to take off your team's plate — the systems involved, the manual effort today, and any risk or compliance concerns. We reply to every serious enquiry within one business day.
