01Agentic Ops 02AgentOps 03Pilot Rescue 04AI Assurance 05Modernization 06The Sprint 07Contact
machlilieslimited@gmail.com
Agentic Operations for Insurance Brokers

Renewal and claims admin,
handled by governed AI agents.

Mach Lilies builds agentic workflows for broker inboxes, policy documents, renewal packs, claims intake, customer updates and compliance evidence — with broker approval and a clear audit trail. Mach speed. Lily craft.

The pain

Senior broker time disappears into inboxes, chasing and paperwork — not advice and relationships.

Broking runs on documents, email and deadlines: renewals to prepare, insurers to compare, claims to log, clients to chase for missing information, and evidence to keep for compliance. Most of it is repeatable, deadline-driven admin that consumes your most experienced people. Mach Lilies builds bounded AI agents that take the repetitive load off broker inboxes and documents — drafting, gathering and updating — while brokers approve anything that carries risk, and every step is logged for audit.

What we do

Broker workflows we operate.

Bounded agents for the repeatable, deadline-driven admin that consumes senior broker time.

01

Renewal pack agent

Assembles renewal packs from policy systems and documents, flags gaps and prepares a draft for broker review.

RenewalsDocumentsDrafting
02

Policy comparison agent

Extracts and compares cover, terms and exclusions across quotes to support a faster, clearer recommendation.

ComparisonExtractionQuotes
03

Claims intake agent

Captures first notification of loss, records the detail, classifies and routes claims to the right handler.

ClaimsFNOLRouting
04

Missing-document chase

Identifies what's outstanding and drafts follow-ups to clients and insurers — politely and on schedule.

ChasingFollow-upEmail
05

Compliance evidence agent

Gathers and files the evidence a broker needs to demonstrate process — every action logged.

EvidenceAuditRecords
06

Customer update drafts

Drafts clear status updates for clients at each step, ready for a broker to review and send.

UpdatesCommsDrafting
How we work

Map, prototype, govern, operate.

How a broker workflow becomes a governed agent — with you in control at every step.

01 / Map

Pick the workflow

We start with the renewal, claims or chasing workflow that costs your team the most time.

02 / Prototype

Prove it on real cases

A working agent against real, anonymised broker documents and cases, evaluated for accuracy.

03 / Govern

Broker stays in control

Broker approval on anything that carries risk, least-privilege access, and a full audit trail.

04 / Operate

Run and improve

We monitor quality, handle exceptions, and expand to the next workflow as confidence grows.

Who we help

Systems we work across.

Bounded, least-privilege connectors into the tools brokers already use.

Email / OutlookBroker CRMPolicy & quote systemsDocument storageFinance systemsInsurer portalsActuris-style platformsSpreadsheets
i

Broker approval

Agents draft, gather and compare; a broker signs off anything that goes to a client or insurer.

ii

Least-privilege access

Each agent only touches the systems and data its workflow needs — nothing more.

iii

Full audit trail

Every action, document and approval is logged, so your process is evidenced for compliance.

iv

Exception escalation

Anything unusual is flagged to a person rather than guessed at.

What you can expect

Faster renewals and claims admin, fewer missed handoffs, and a clear audit trail — with brokers in control.

Questions

Brokers, answered.

Will an AI agent talk to my clients without me?

No. Agents draft customer updates and chase missing documents, but a broker approves anything that goes out where it matters. The agent removes the preparation work; you keep the relationship and the final say.

Can it work with our broker management system?

Typically yes. We build least-privilege connectors into the systems brokers use — email, CRM, policy and quote systems, document storage and finance tools — scoped to the specific workflow.

Is this compliant?

We design for compliance support rather than making regulatory guarantees: least-privilege access, human approval where risk lives, and a complete audit trail of every action and approval, so you can evidence your process. We work to ISO 27001-aligned security practices.

What's the first workflow you'd recommend?

Usually renewal pack preparation or missing-document chasing — they're repeatable, deadline-driven and measurable, which makes them a strong, low-risk first agent.

How do we start?

With an Agentic Operations Sprint focused on one broker workflow: we map it, prototype an agent against real cases, and produce a rollout plan with governance built in.

More from the studio

Related services.

Let's begin

Map your first broker workflow.

Tell us which broker workflow costs your team the most time — renewals, claims, chasing or compliance evidence — and the systems involved. We reply within one business day.