AI interviews service providers and turns their responses into structured profiles. The next question has to fit the person answering it.
In this later test flow, “SaaS products” leads to a question about SaaS clients. The profile preview reflects the captured development focus.
The project
Describe the work. Let the interview follow.
A photographer, a cake maker, and a software engineer should not have to squeeze their work into the same form. Neeed is a service platform built around understanding what someone offers and what another person needs.
The AI interview is one part of a larger system. Answers need to become useful, editable profile information. A model response needs to survive validation and reach the interface. Service matching needs distinctions that a broad category cannot express.
I work across those boundaries: the question people see, the schema that carries the answer, the profile it becomes, and the cases that break the happy path. The September work on adaptive customer forms is still a local iteration in the source record.
01
Start with their words
Freeform service descriptions preserve the person’s own label. Follow up questions should reveal specialisms, constraints, and evidence of their work.
02
Give AI a reliable interface
Normalize responses, validate control shapes, keep understood details editable, and show a retry when the interview cannot continue.
03
Make the profile truthful
An attractive profile must not invent a price, a review, or an availability claim. Structure should help people compare real information.
Original captures, visible details, and room to look closer.
Screen capture · 12 Jul 2026Before: a broad questionA test provider setup screen before the answer shaped follow up. The public profile preview still uses generic draft wording.Screen capture · 12 Jul 2026After: the answer changes the next questionIn this later test flow, “SaaS products” leads to a question about SaaS clients. The profile preview reflects the captured development focus.Screen capture · 11 Jul 2026The question and the growing briefA demo request for several event services. The current question stays central, while the evolving brief occupies a separate supporting column. Displayed price ranges belong to the test interface, not a claim about actual transactions.Screen capture · 30 Jul 2026Give the work a place in the profileActual July provider onboarding capture. The gallery collects up to six images and offers a way to continue without uploading. It shows collection, not the April public profile implementation.Screen capture · 30 Jul 2026A starting price, with its currency visibleActual July provider onboarding capture. The euro prefix is explicit. This screen does not by itself establish a pricing unit or that a fixed starting amount suits every service.
