Playbook · Insurance Brokerages 02 · MERCURIO

Brokerages built
on autonomous operations.

Intelligent automation of daily brokerage operations. Process dealer emails, extract policy data, execute changes. Multiplies the team without replacing it.

Context

Why this
playbook exists.

Insurance brokerages live trapped between insurers and clients. Every day, hundreds of emails. Endless data re-keying. Volume rising. Margins falling. Operations as the real ceiling on growth.

Brokerages handle a constant flow of inbound: car dealer requests, insurer responses, policy changes, claims. Each email requires reading, extracting, validating, transcribing into different systems.

Junior staff spend their entire day on transcription. Senior brokers can't focus on strategy because they're firefighting. Growth means hiring, and hiring means more transcription.

A specialized AI ecosystem breaks the cycle.

The pain

Four fronts
we know well.

01

Car dealer emails about new financings: dozens daily, each requiring manual policy creation across three different insurer portals.

 

02

Policy changes (address, vehicle, beneficiary) arrive in unstructured emails.

Each one is a tiny project.

03

Annual renewals are manual.

The most valuable retention task is delegated to the most rushed week of the year.

04

Claims data lives in inboxes, not in the CRM.

Each broker holds critical information in their own head.

How we solve it

Four pillars,
one architecture.

MERCURIO is the specific implementation of the four layers I apply across all ecosystems — adapted to the real logic of this sector.

01

Email Triage Agent

Reads every inbound email, classifies it (new business / change / renewal / claim), extracts structured data, routes to the right workflow. The broker sees a clean dashboard, not a flooded inbox.

02

Policy Operations Agent

Executes the operational change in the relevant insurer portal. Pre-fills forms, validates against business rules, confirms back with the dealer or client. Closes the loop without human re-keying.

03

Renewal & Retention Agent

Anticipates renewals 90 days out. Generates personalized briefs per client. Alerts the broker when a key client shows churn signals. Frees senior brokers for high-value conversations.

04

Operations Intelligence Layer

Aggregates everything: which dealers send the most business, which insurers respond fastest, which policies generate most service work. The CEO sees the business, not the noise.

To avoid misunderstandings

What we don't do.

Expected outcome

The economic pattern.

Return is calculated as: people freed × time on automatable tasks × annual cost.

80%

Time per policy operation: target 80% reduction

Real-time

Email triage backlog: from hours of work to minutes

5-10

Renewal retention rate: 5-10 percentage points lift

2-3

Capacity per broker: 2-3x without quality drop

Concrete figures after process mapping in the initial session. Every company starts from a different situation and return is adjusted to real volume.

Implementation levels

Three ways to start.

Every company starts from a different point. Some are small operations validating a model. Others are mature businesses ready to scale. Others are large groups consolidating. Scope is designed with you in the initial conversation.

Entry Model validation

Email Triage Agent in production. Routes inbound automatically. Validates the model on a real volume before deeper investment.

Professional Operating at scale

Triage + Policy Operations agents. The brokerage handles 2-3x current volume with the same team. Margin improves immediately.

Integrated Complete ecosystem

All four pillars deployed. Operations intelligence in the CEO dashboard. The brokerage becomes a data-driven business, not a paper-pushing one.

The investment is determined after the initial mapping session, where scope, timing, and specific deliverables are validated for your reality.

Ready to discuss
your sector?

If this resonates with your reality, we can talk. A 30-45 minute conversation. No commitment, no corporate pitch. Just understanding your situation and seeing if it makes sense to move forward.