Question 1

How is accuracy measured?

Accepted Answer

Baseline and pilot accuracy use the same agreed documents, target fields, sample, and review method. The scorecard states whether accuracy is measured at the field level or document level and reports measured results separately from estimates.

Question 2

How is processing time defined?

Accepted Answer

Processing time is measured from the agreed intake event, such as receipt of a submission email, to structured, ready-to-review work. The scope should state whether waiting time, human review time, and exception resolution are included.

Question 3

How is the exception rate defined?

Accepted Answer

The exception rate is the share of processed items that require review under agreed rules. The scorecard should also show exception categories, routing, resolution steps, and recurring causes so the team can distinguish expected review from workflow defects.

Question 4

How is agency management system write-back measured?

Accepted Answer

The pilot tracks completion and validation for the specific agency management system (AMS) fields included in scope. A completed write-back should reach the intended record and pass the agreed validation check. Unsupported fields or steps should be documented rather than estimated.

Question 5

How is operational capacity measured?

Accepted Answer

Capacity uses an agreed operational unit, such as submissions prepared per reviewer-hour or documents processed during the controlled period. Results should be interpreted with workflow scope, document quality, review requirements, and exception frequency.

Question 6

What should be included in the pilot scope?

Accepted Answer

Define the submission workflow, participating teams, intake channels, document types, target fields, expected outputs, review steps, system touchpoints, and decision owners. The scope should also state what is excluded so results are interpreted correctly.

Question 7

Which documents can be included?

Accepted Answer

A submission pilot may include emails, ACORD forms, loss runs, and supporting documents. The exact document set, target fields, sample composition, and quality requirements should be confirmed during scoping.

Question 8

What does the automated workflow produce?

Accepted Answer

The controlled workflow converts submission emails and documents into structured, enriched, ready-to-review work. Outputs, confidence or validation rules, visible exceptions, and required human review should be defined before processing begins.

Question 9

Which security and deployment requirements are documented?

Accepted Answer

The scope should state applicable data handling, retention, permissions, deployment, and integration requirements. InsuranceFlow offers private deployment options, but the applicable architecture and controls should be confirmed for the organization and pilot.

Question 10

Does the pilot replace the existing AMS?

Accepted Answer

No. InsuranceFlow is designed to work with existing systems rather than replace the agency management system. The pilot can test agreed integration and write-back steps within the defined scope.

Question 11

Can the pilot test Applied Epic, AMS360, or EZLynx integration?

Accepted Answer

Relevant integration requirements can be evaluated when they are included in scope. The team should specify records, fields, permissions, validation rules, and write-back behavior for Applied Epic, AMS360, EZLynx, or another existing system.

Question 12

How are exceptions handled during the pilot?

Accepted Answer

Exceptions remain visible and are routed for human review according to agreed categories and ownership rules. Automation handles repetitive processing, while insurance professionals retain control over judgments, approvals, and decisions.

Question 13

Can InsuranceFlow support private deployment?

Accepted Answer

InsuranceFlow offers private deployment options. The pilot scope should state the applicable data handling, retention, permissions, deployment, and integration requirements without assuming that every option applies to every environment.

Question 14

What is an insurance automation proof-of-value pilot?

Accepted Answer

It is a controlled test that compares a current insurance workflow baseline with an automated workflow. The goal is to produce measured evidence before deciding whether to expand automation.

Question 15

What does the pilot measure?

Accepted Answer

The scorecard should cover baseline and pilot accuracy, processing time, exception handling, write-back, and capacity. Definitions and success criteria should be agreed before the pilot starts.

Question 16

How is baseline accuracy established?

Accepted Answer

The team defines the documents, fields, review method, and sample used for comparison. Results should distinguish field-level from document-level measurements and report measured findings separately from estimates.

Question 17

What can affect the pilot results?

Accepted Answer

Results depend on workflow scope, document quality, exception definitions, baseline methodology, human review requirements, and integration fit. These factors should be documented with the scorecard.

Question 18

What deliverables should the team receive?

Accepted Answer

Deliverables should include the agreed workflow and baseline, measurement definitions, a scorecard for accuracy, processing time, exceptions, write-back, and capacity, documented constraints, and a recommended controlled next step.

Question 19

What happens after the pilot?

Accepted Answer

The team reviews measured results and decides whether to adjust, stop, or expand the workflow. Later phases may include renewals, certificate of insurance (COI) automation, first notice of loss (FNOL), or servicing when supported by the evidence.

Validate Insurance Automation With a Pilot

Five Steps From Baseline to Decision

What the Pilot Validates

Measurement Scorecard