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Agent Intake

Commercial Lines Agent Intake: Why AI Agents Need Different Data Than They Do for Personal Auto

EYMA · September 26, 2026

A commercial lines RFQ is not a personal auto RFQ with a business name attached. It requires business entity data — legal name, entity type, FEIN, state of formation, years in operation — plus industry classification, coverage type by line, and the line-specific exposure data that actually drives the quote. Agencies that publish intake specs built only for personal lines will either receive under-specified commercial requests they cannot act on, or get skipped entirely by agents that check the intake profile before submitting.

Personal auto intake is relatively well-understood in the agent channel at this point. The data fields are standardized: named insured, driver information, vehicle details, coverage type, prior insurance, state. An agent building a personal auto RFQ can assemble a complete submission from a few consumer authorization references and a standard schema. Commercial intake is structurally more complex — not because the underlying insurance is mysterious, but because the data that drives a commercial quote varies significantly by line of coverage, and the named insured is a business entity, not a person.

This matters practically: a consumer's AI agent managing a small business owner's finances may be well-equipped to request a personal auto renewal and completely unequipped to request a BOP or workers' comp quote — not because the agent is unsophisticated, but because nobody told it what fields a commercial RFQ requires. The agency's job, when publishing an agent intake specification, is to specify that clearly enough that a compliant agent can build a complete request without guessing.

What data does a commercial lines RFQ need to include?

A commercial lines RFQ requires two categories of data that personal auto intake does not: business entity data and line-specific exposure data. Business entity data establishes who the named insured actually is — legal business name, entity type (LLC, sole proprietor, corporation, partnership), FEIN, state of formation, and years in operation. Line-specific exposure data varies by coverage type and is the field set most likely to be incomplete in an agent-submitted commercial request if the agency hasn't published what it needs.

The core business entity fields travel with every commercial request regardless of line:

FieldWhy it's required
named_insured_legalMust match the name on file with the state — not a DBA, not a shortened trade name
entity_typeLLC, sole proprietor, corp, partnership — affects policy form and owner/officer inclusion rules
feinFederal Employer Identification Number — required for most commercial carriers; distinguishes businesses with similar names
state_of_formationWhere the entity was legally formed, not just where it operates
years_in_operationUnderwriting eligibility for most BOP and commercial auto carriers requires a minimum operating history
primary_business_addressPhysical garaging location for vehicles; premises location for GL and BOP
naics_or_sic_codeIndustry classification — carrier appetite is keyed to class code; a request without it often cannot be quoted

Beyond the entity fields, each line of coverage has its own required exposures. A general liability quote needs annual revenue and square footage of occupied premises. A commercial auto quote needs a vehicle schedule with VINs, garaging addresses, and driver records. A workers' compensation quote requires payroll by class code. A business owner's policy needs building ownership or lease terms, contents value, and business interruption revenue. An agent that submits a commercial request without specifying the line and providing the corresponding exposure data sends the agency something it cannot quote — the submission will either be returned for clarification or discarded.

Why FCRA works differently for commercial requests. The Fair Credit Reporting Act governs consumer reports on individuals, not business entities. A commercial credit report or loss run ordered on a business entity is not a consumer report under FCRA, and the consumer authorization mechanics described in our piece on FCRA consent and AI agents do not apply in the same way. What does apply: the business owner's explicit authorization to release loss history from prior carriers, and the agent's documented scope of authority to request that release. Agencies handling commercial intake should confirm the agent is submitting with authorization to request loss runs and that the authorization is on file — not assume the personal auto consent framework covers commercial requests.

How should agencies publish their commercial lines intake specification?

Agencies that write commercial lines should publish a separate intake specification — or a clearly delineated commercial section within their main intake profile — that lists the lines they write, the classes they accept, the exposure fields required per line, and the response window for commercial quotes. A single generic intake spec that doesn't distinguish personal from commercial sends a signal that the agency either doesn't write commercial, or hasn't thought through what commercial agents need to send. Both of those outcomes reduce the commercial routing priority in agent systems that pre-check intake profiles before submitting.

The intake specification structure described in our piece on the agent-readable business profile applies to commercial intake with one addition: lines of authority must be explicit. An agency licensed for personal auto, commercial auto, BOP, and workers' comp should list all four — not because agents need a refresher on what an insurance agency does, but because the commercial routing logic in agent systems filters by declared line of authority before it checks anything else. An agency that doesn't list commercial auto in its intake spec is invisible to agents routing a commercial auto request, even if the agency writes it every day.

Class appetite matters more in commercial than personal. Personal auto carriers are relatively broad in appetite — most agencies write most drivers. Commercial carriers are highly selective by class code. A restaurant is not a contractor is not a retail shop, and each has carriers that want the risk and carriers that don't. An agency publishing a commercial intake spec that lists lines but not class appetite forces the agent to submit and wait for a declination to find out whether the risk fits. Agencies that publish a class appetite list — even a broad one — allow agents to pre-screen, which means the submissions that arrive are more likely to be in appetite, and the decline rate drops for both sides.

What is the right response window for commercial lines quotes?

The standard personal lines response window of 4 to 8 business hours does not apply to most commercial lines requests. Commercial quotes often require underwriting review, loss run requests from prior carriers, and carrier submissions that take 24 to 72 business hours to complete. Agencies should publish their actual commercial quote turnaround time explicitly in their intake spec — not default to the personal lines window — because agents that expect an 8-hour response and don't receive it will re-route the request before the agency has had a reasonable opportunity to quote.

The mechanics here are described in more detail in our piece on the agent RFQ response window. For commercial lines specifically, the solution is acknowledgment velocity, not quote velocity. An agent that receives a submission acknowledgment within 4 hours — confirming the request was received, the class is in appetite, and the quote will follow within a declared window — will hold the request open. An agent that receives silence for 8 hours on a commercial request does not know whether the silence means the agency is working on it or the request was never seen. Acknowledgment buys the time that commercial quotes actually require.

EYMA — the place where legitimate licensed bots go to sell their humans' products — is where agencies publish the intake parameters that agent routing systems read before they submit. The intake profile at eyma.ai/agent-intake includes fields for lines of authority, covered request types, class appetite, and line-specific response windows. The machine-readable version of every published profile is in the feed at eyma.ai/registry.json. A working example of a complete commercial and personal lines intake specification is at viarapidaservices.com/agents.html — including the exact field structure for commercial auto and BOP requests that agents can use as a template when building their own submission logic.

The agencies that win commercial volume in the agent channel are the ones that tell agents exactly what to send. The agents that submit complete, well-formed commercial requests are the ones that get quoted. These two groups find each other through published, machine-readable intake specifications — not through agents guessing what fields to include or agencies discarding incomplete submissions and moving on. The commercial intake specification is the contract between the two sides. Write it clearly, publish it where agents can find it, and keep it current as your appetite changes.

Publish your commercial lines intake spec — free at EYMA.
Agent routing systems check whether you write commercial lines and what classes you accept before they send a request. Declare your lines, your appetite, and your quote window once. Stop receiving submissions you can't act on — and stop being invisible to the ones you can.
Publish your intake profile at EYMA

Live example: viarapidaservices.com/agents.html · machine-readable feed: eyma.ai/registry.json