YOUR OBJECTIVE COMES FIRST
Define the scope in its operating context.
Connect the technology to a useful commercial offer.
Empire State Development lists finance, software, distribution, industrial machinery and semiconductors among New York industries. Consider a financial or software business separating supported evidence from interpretation as a scoping example, not a local client claim. Its work may depend on approved source passages, business assumptions and an explicit decision record. The engagement should establish how analysts retain responsibility for conclusions while commercial and product teams use the same documented evidence. That operating detail helps distinguish an appropriate service scope from a broad industry label, with actual requirements confirmed by your organization.
Empire State Development: Industries ↗01A use case with a real buyer
Define who experiences the problem, who would use the solution and who approves spending. Examine evidence from customer conversations and existing alternatives. Distinguish an interesting technical capability from a reason an organization would change its current workflow. For a financial or software business separating supported evidence from interpretation, discuss research-to-commercial decision handoffs with the people doing the work. Bring approved source passages, business assumptions and an explicit decision record and identify where analysts retain responsibility for conclusions while commercial and product teams use the same documented evidence. Use that evidence to refine the assignment instead of assuming every business in the state needs the same capability.
02From a capability to a customer use
Define a potential use in enough detail to test whether the technology is relevant. For example: Retrieve approved material and prepare a draft that points reviewers to supporting passages. Preserve document dates and access permissions. The workflow should make evidence gaps visible and allow an analyst to check each conclusion without starting the entire research task again from an untraceable paragraph. Identify the user, buyer, present alternative and limitations. A possible technical solution is a hypothesis to validate, not proof of willingness to pay.
03A delivery model around the technology
A related situation may expose a different requirement for integration or support: Extract proposed account, order and line-item details, then match them against approved customer and product records. Use explicit rules for totals, duplicates and required references. Send conflicts to a person who can resolve them before a business system receives a new or changed transaction. Decide which responsibilities belong in the product, which require a partner and which remain with the customer. Use the findings to refine a pilot and the first commercial offer.
04Evidence for the next commercial stage
Agree a bounded pilot or customer learning plan with acceptance criteria. Examine implementation effort, actual usage and support needs alongside technical performance. Use the findings to revise the offer, roadmap or delivery approach before assuming a larger launch is justified.