Software shaped around the work.

A business application has to carry work through a sequence. Information arrives, someone interprets it, decisions are made, exceptions are resolved, and a result is handed to the next person. A useful interface makes those transitions clear.

We work through the inputs, the people responsible for review, the systems that hold the underlying records, and the output someone can actually use. An internal tool, a customer portal and a public-facing product need different access and interaction choices.

AI can help interpret an unstructured request or propose a match. It should not quietly become the source of prices, permissions or policy. We design the application around explicit business rules and a visible point of review.

• Keep authoritative records and calculation rules separate from model suggestions.
• Show missing information and uncertain matches before a person commits a result.
• Make corrections, revisions and status changes understandable to the next user.
• Define access boundaries around the people and organizations using the application.

The Peninsula quotation tool turns a catering request into a draft for sales-team review. The work combines AI-assisted interpretation with catalog-based rules and a review workflow. A hosted version has entered a sales-team trial.

That is a useful implementation milestone, not a demonstrated business outcome. Feedback and evaluation tooling support the trial; time savings, quotation accuracy and commercial impact have not yet been established. The point of the trial is to learn what happens in use.

A prototype helps people react to something concrete. It also exposes questions a specification can miss: what happens when a request changes, a record is incomplete, or the person doing the review needs to disagree.

The next step depends on those observations. Before broader use, the workflow needs appropriate access controls, error handling and a way to assess whether the team can use and maintain it. A deployed application and a validated operational improvement are different milestones.