Adding a program shouldn't mean adding another spreadsheet for your team to keep in sync. Before putting a new program through your MGA's AI-assisted workflow, test whether its rules carry the right information from submission to an authorized decision and into the carrier report. Run the existing program through the same setup too, because a change that helps the new program can break work that already runs correctly.
We helped one insurance underwriting group add $1.96M in net recurring profit through a broader engagement that connected intake and carrier reporting. Monthly reporting fell from 40 to 10 staff-hours per program. We also trained the group's shared-services and data teams to add programs to that workflow, which became their standard for new programs. That handover matters here: growth needs a process your team can extend and maintain.
Here's what that looks like in practice. Let's say Program A already runs through your shared workflow. You're adding Program B, whose approved rules require the insured premises location, but A uses a different location requirement. A broker sends B an application with only a mailing address. If the assistant copies that address into the premises field, the file can look complete while carrying the wrong fact into review and reporting.
The test below gives your underwriting, reporting and technical owners one packet for deciding whether to launch B, correct its configuration or hold it back. You'll trace a complete submission, an incomplete one and a conflict, then check that A still works.
Write down what changes for the new program
Start with B's current approved program guide, authority limits, intake requirements and carrier-report specification. Ask the underwriting owner to identify the decisions and facts that differ from A. Ask the reporting owner which accepted values must appear in B's report, how they're defined and which records belong in the reporting period.
This comparison prevents a familiar configuration mistake: reusing a field because its name looks right. In our example, both programs have a location field, but B needs the insured premises. A mailing address doesn't establish where the insured activity takes place, which means the assistant needs a separate source for that fact before B's location check can pass.
Record the difference in a change row:
| Change | Program A | Program B | Who approves it? |
|---|---|---|---|
| Required location | Existing approved definition and source. | Insured premises, supported by the application or an accepted clarification. | Underwriting owner. |
| Missing premises | A's existing route stays unchanged. | Request the premises location and keep the submission pending. | Underwriting owner. |
| Reported location | A's existing accepted field. | Reviewed premises value from B's accepted policy record. | Reporting owner. |
| Applicable rules | A's current version. | B's approved version for the relevant effective date. | Underwriting and technical owners. |
These are illustrative differences. Your approved documents supply the actual definitions and routes. If those documents disagree, have the responsible owner resolve the disagreement before configuring the assistant. Otherwise, a successful demonstration may only show that the system followed one of two conflicting instructions.
Keep each difference tied to its source, version, effective date and owner. That gives the team a specific change to test when a carrier updates a requirement, instead of asking them to reconstruct which rules produced yesterday's output.
Keep program rules separate inside the shared workflow
The shared workflow should select a program and approved rule version before applying that program's checks. If it can't establish the program, send the submission for clarification. Guessing here would make every later check depend on the wrong instructions.
For B, let AI read the broker's email and attachments and propose the premises value with a source location. The surrounding application checks that the required field is present and applies the approved program rules. A reviewer resolves unclear or conflicting evidence, and an authorized underwriter retains the underwriting decision. An extracted value should remain distinguishable from a reviewed value so the report builder doesn't silently treat a proposal as accepted policy data.
The program-specific mapping needs its own version. If the technical owner changes a shared field definition to make B work, A may start using that new meaning too. Keep B's required-premises rule attached to B, then test both programs after the change. Shared extraction can still be reused where the fact has the same meaning.
Ask your current platform owner to demonstrate this separation before commissioning another system. OneShield's MGA product description, for example, describes configurable program rules for carrier agreements and delegated authority arrangements. Test any proposed configuration on your own records. If existing features can preserve the definitions, review states and reporting links, using them may avoid another integration for your team to maintain.
You now have a bounded request for the technical team: preserve A's behavior, add B's approved differences and show where each proposed fact becomes an accepted value. If the wider goal is profitable growth, this test helps reveal whether program administration deserves investment or whether another part of the business is limiting progress more.
If you're an MGA leader and want to grow your business without creating another spreadsheet and reporting routine for every new program, we'll identify the biggest bottleneck standing in your way, build the plan to remove it, and implement it in eight weeks* or less - guaranteed or we continue to work for free and you don't pay.
Find my bottleneck* Eight-week delivery, or twelve weeks when substantial data foundations are required, as agreed before work begins. If a covered stage fails its agreed benchmarks, we provide up to four additional weeks of remedy work at no charge, then waive or refund that stage's fee if it still fails. Successfully delivered stages remain payable. Agreed client-caused delays pause the clock. Delivery guarantee terms.
Follow three submissions all the way to the report
A correct intake screen doesn't establish that the carrier report will use the same value. The reporting step may read another field, an earlier version or the wrong set of policies. That's why the test needs an expected report result as well as an expected intake route.
Use representative records in an approved test environment. Have the underwriter mark the expected route and the reporting owner mark the expected report treatment before running the workflow. Keep some records out of configuration work so the final test includes examples the team hasn't already tuned it to pass. The three traces below show the method, not a sufficient sample size for every program.
| Test submission | Expected intake and review | Expected report result |
|---|---|---|
| B-01: Premises supplied and consistent across the accepted sources. | Show the source and send the complete file for authorized underwriting review. | After a recorded test bind, include the reviewed premises value in the appropriate test report. |
| B-02: Mailing address supplied, premises missing. | Mark premises as missing, draft a focused information request and keep the file pending. | No bound-policy row while it remains an unbound submission. |
| B-03: Application and later attachment show different premises. | Show both sources and refer the conflict for clarification before treating the location as accepted. | No bound-policy row while the conflict remains unresolved and the submission is unbound. |
For this example, the carrier report contains bound policies for its agreed period. If your carrier also requires submission or other transaction reporting, use that specification to define the expected rows. The important test is whether inclusion follows the report's rules, not whether every input produces a row.
Carry B-02 forward after the broker supplies the premises. The reviewer links the response to the same submission, confirms the fact and reruns the affected checks. If the underwriter then authorizes a test bind, the report should use that reviewed premises value. It shouldn't keep the earlier mailing address merely because extraction populated it first.
For B-01, compare the report row with the accepted test policy record: program, carrier, policy identifier, relevant dates, premises, currency and premium under the carrier's definitions. Reconcile the expected row count and applicable monetary totals too. A matching total alone can conceal a missing policy and a duplicate of the same amount, which is why the reporting owner checks both individual rows and totals.
If your team hasn't yet connected reviewed submission facts to reports, the shared-record article covers that foundation. If the unresolved question is which route an incomplete submission should take, the submission-triage article supplies a fuller decision card. Here, the decision is whether the new program can use those capabilities without introducing a new failure.
Make a working new program fail the old-program test
Now change the example. B correctly requests a premises location, but the same request starts appearing on A's submissions even though A's approved rules don't require it. B's local test passed, yet the shared change has added unnecessary follow-up to A. That failure is a reason to hold the rollout.
Run a saved set of A submissions and expected report outputs against the candidate configuration. Include the paths that share extraction, routing and report code with B. Compare the results with A's approved baseline and investigate any change. This is a regression test: it checks whether new work broke an existing behavior.
The technical owner should isolate the B-specific rule and rerun both sets. Don't accept a correction that makes A pass by removing B's required check. The two programs need to meet their own approved expectations in the same candidate version.
Use the same discipline for AI failures. Give the test a missing attachment, an unreadable page and an ambiguous program identifier. Each should leave a visible work item with a named reviewer. If processing fails silently, the queue can look faster simply because work has disappeared from it.
Before launch, save the prior working configuration and demonstrate how to restore it. Include any field or data changes in the recovery plan. Restoring rules won't undo records already written under the new mapping, so the operations owner also needs a list of affected submissions and reports to review. Keep live external actions behind the existing approval process while the team proves this recovery path.
Have the receiving team run the test
In our MGA engagement, we trained shared-services and data teams to add programs to the shared workflow. For your rollout, turn that handover principle into an observed task: have the receiving owners change one approved test mapping, run the submission and report checks, explain a failure and restore the prior version.
If only the supplier can do those steps, the team still depends on the supplier for the next carrier change. Either complete the training and access needed for internal ownership or agree on continuing support before launch. A named owner needs the authority, tools and time to maintain the work.
The COO can keep the launch decision in one packet. Copy the blank column below for each material change. The completed column shows B-02 under a deliberately failing candidate configuration.
| Packet field | Blank entry | Completed example |
|---|---|---|
| Program and configuration | [Program, version and effective date] | Illustrative Program B, candidate v1, agreed test date. |
| Changed rule or mapping | [What differs and where it applies] | B requires insured premises. A's location rule stays unchanged. |
| Authority source | [Approved document, version and passage] | Illustrative B guide, location requirement, approved test version. |
| Owners | [Named underwriting, reporting and technical owners] | B underwriting lead, carrier-report owner and platform owner. |
| Test submission and sources | [ID, files and source locations] | B-02, application page 2 has a mailing address and no premises. |
| Expected route | [Route, reviewer and next action] | Pending information. Operations reviewer requests premises. |
| Expected report value | [Accepted value or reason for exclusion] | No bound-policy row while B-02 is unbound. |
| Actual result | [Observed route and report output] | Candidate v1 used the mailing address as premises and marked the file complete. No policy was bound. |
| Approval or correction | [Decision, owner, retest evidence] | Hold B. Platform owner separates the fields, then reruns B-02 and A's saved tests. |
| Recovery and work in progress | [Version to restore and records to review] | Restore prior test configuration and review every B test record created under v1. |
| Final scope and sign-off | [Approved cases, exclusions, owners and date] | Not approved. Await corrected B traces, unchanged A outputs and owner sign-off. |
Record total staff effort through review and reporting alongside the test results. Faster extraction can move work into exception handling, so include the operations reviewer, underwriter and report checker. Track elapsed waiting separately. This gives the sponsor a basis for comparing configuration, a small integration, an existing product or a custom addition on the same work.
Use the packet to make one launch decision
Agree the acceptance conditions before the final test. The underwriting owner approves rule interpretation and review routes. The reporting owner approves values, row inclusion and reconciliation. The technical owner demonstrates version isolation and recovery. The operating sponsor approves the supported scope and assigns the exception queue.
If a required route, report value or existing-program behavior still fails, hold B and name the correction and retest. If the agreed checks pass, start with a bounded live scope that the owners can review. Compare it with the existing process before expanding, including the first applicable reporting cycle. Log exceptions with an owner and due date so a partial launch doesn't quietly become an unmanaged queue.
Pause expansion if B changes A unexpectedly, an unreviewed value reaches a report, required work disappears or the owners can't reconcile the output. Recover the approved workflow and review affected records before resuming. A launch decision can cover the tested scope without treating every later program as already proven.
Start by completing one change row for your next program with the underwriting and reporting owners. Follow that difference through a submission and its expected report result. You'll have a concrete test your team or supplier can run, and a clear reason to launch, correct or wait.
That decision can protect the capacity you've already built as the MGA grows. To choose the next investment, connect the remaining work to your biggest business goal over the next 3–18 months. Program readiness may be the priority, or the evidence may point elsewhere. The wider engagement starts with that goal and investigates what most limits it.
If you're an MGA leader and want to grow your business without creating another spreadsheet and reporting routine for every new program, we'll identify the biggest bottleneck standing in your way, build the plan to remove it, and implement it in eight weeks* or less - guaranteed or we continue to work for free and you don't pay.
Find my bottleneck* Eight-week delivery, or twelve weeks when substantial data foundations are required, as agreed before work begins. If a covered stage fails its agreed benchmarks, we provide up to four additional weeks of remedy work at no charge, then waive or refund that stage's fee if it still fails. Successfully delivered stages remain payable. Agreed client-caused delays pause the clock. Delivery guarantee terms.
