AIFindr for Insurance Brokers

Emails, PDFs, calls, broker portals, product manuals, commercial executives, underwriting teams, and the few people who actually know where the right answer lives.

It works. Until volume grows, products change, or a broker needs an answer at 9pm on a Friday and there's no one available.

The Agile Monkeys recently set out to answer what AI for insurance brokers actually needs to do. We worked with a Latin American insurer on a simple question: what if brokers could ask product questions in natural language and get answers grounded in the insurer's own documentation?

That's AIFindr. A governed AI search experience built for broker channels.

The Challenge

The insurer's commercial executives were spending a significant part of their time answering broker questions about occupational and workplace risk products. Important questions, but repetitive ones:

• Product requirements
• Coverage conditions
• Documentation needed for quotes
• Process steps
• Eligibility criteria
• Where to find the right information in the first place

The brokers weren't the problem. They're professionals. The problem was that product knowledge was scattered across documents, teams, and channels, with no single place to find a reliable answer quickly.

Brokers needed speed. The insurer needed consistency, traceability, and a way to reduce manual support without weakening the relationship.

The Solution

We ingested the insurer's approved product documentation and built AIFindr as a search experience brokers could actually use.

Ask a question in natural language. Get an answer grounded in official documents, with cited sources. If the answer needs human review, it escalates. If the answer isn't there, that gap gets flagged for the team to fix.

The goal wasn't to replace commercial executives. It was to clear the low-value load so they could spend their time on what actually requires a human: relationships, complex cases, negotiation, training.

The Results

The pilot showed three things clearly:

• 70% of queries previously handled by commercial executives were answered by AIFindr.
• 4 out of 5 brokers handle more clients per week.
• Brokers used the experience outside business hours, when the commercial team wasn't available.

The real insight wasn't that brokers wanted "AI." They wanted fast, reliable answers they could trust. That's a different product requirement than most AI projects start from.

For the insurer, the value went further: fewer repetitive queries, more consistent answers, a measurable service layer, and new visibility into what brokers ask and where documentation has gaps.

Why This Isn't Just a Chatbot?

In insurance, an answer can't just sound convincing. It has to be controlled.

For broker channels, that means:

• Approved source documents.
• Citations.
• Version control.
• Permissions.
• Audit logs.
• Human escalation.
• Clear limits around underwriting, claims, and legal interpretation.

That's why AIFindr isn't positioned as a chatbot. It's a governed knowledge layer for insurance distribution. The difference isn't cosmetic. It's what makes it deployable in a regulated environment.

Why It Matters?

Broker and intermediary channels are still the backbone of insurance markets in Spain and Ibero-America. But the experience between insurers and brokers is fragmented. Portals, circulars, emails, personal relationships, institutional knowledge that walks out the door when someone leaves.

AIFindr improves that by making approved knowledge easier to find, easier to govern, and easier to improve over time.

The future of AI in insurance distribution won't be won by the most impressive demo. It'll be won by systems that produce trusted answers, show measurable impact, and can actually be deployed safely in regulated environments.

The practical question for any insurer is straightforward: what questions is your commercial team answering every week that AIFindr could handle safely, with sources, today?

We're running a private benchmark with insurers and broker communities in Spain and Ibero-America on the most repetitive questions in broker distribution.

If you lead broker distribution, commercial operations, innovation, or intermediary service, we'd be glad to compare notes.

Not sure yet? Join the benchmark. It's a 30-minute conversation to compare notes on your broker channel — no pitch, no commitment. Request a benchmark interview

Ready to see AIFindr in action? We'll walk you through a live pilot scoped to your documentation and your broker questions. Book a 30-minute AIFindr demo.

Frequently Asked Questions

• ‍What is AIFindr? AIFindr is a governed AI search experience built by The Agile Monkeys for regulated industries. It lets users ask questions in natural language and receive answers grounded in approved documents, with cited sources and human escalation when needed.
• ‍How can AI help insurance brokers? AI for insurance brokers removes the need to chase product answers through emails, calls, or internal teams. Brokers ask questions directly and get accurate, document-backed responses instantly, including outside business hours.
• ‍Can AIFindr answer questions with cited sources? Yes. Every answer AIFindr delivers references the specific document and section it came from. This makes responses auditable and trustworthy in regulated environments.
• ‍Is AIFindr a chatbot? No. AIFindr is a governed knowledge layer, not a generic chatbot. The difference matters in insurance: answers are grounded in approved documents, version-controlled, and subject to human oversight. It's designed for environments where accuracy and traceability are non-negotiable.
• ‍How do insurers measure ROI from broker-channel AI? The clearest indicators are reduction in repetitive queries to commercial teams, broker satisfaction, and after-hours usage. In our pilot, 70% of queries previously handled by commercial executives were resolved by AIFindr, and 4 out of 5 brokers handle more clients per week.
• ‍What documents can AIFindr ingest? AIFindr works with the insurer's existing product documentation: policy manuals, coverage guides, process documents, eligibility criteria, and underwriting guidelines. The insurer controls which documents are approved and visible to brokers.