Back to work

Oracle NetSuite · 2024 — Present

Prompt Studio

Prompt authoring, without the black box.

A developer facing tool inside NetSuite for authoring, testing and refining generative AI prompts variable replacement, live output preview, built on Oracle Redwood.

Role
UX Designer II · AI Workflows
Company
Oracle NetSuite
Timeline
2024 — Present
Tags
Enterprise · Generative AI · Developer Tools
Prompt Studio — Oracle NetSuite

Impact

8×

Faster prompt iteration

4

SuiteApp teams onboarded

60%

Fewer AI support tickets

01

Context

NetSuite teams were shipping AI features faster than they could reason about them — prompts lived in code, versions drifted, and QA had no way to see what the model actually did with real customer data.

02

The problem

Give NetSuite engineers and PMs a shared, safe surface to write, test and iterate on prompts against live variables — without letting bad prompts leak into production.

03

Approach

  • Ran discovery with 12 engineers and PMs across 4 SuiteApp teams to map the current prompt lifecycle end-to-end.
  • Designed a 3-pane authoring model — prompt · variables · output — that mirrors how engineers already debug.
  • Built the flow on Oracle Redwood tokens so it drops into any NetSuite surface without a re-skin.
  • Introduced diff-based versioning and side-by-side output previews to make regressions obvious in one glance.

04

How the experience improved for users and the business.

User value

  • Cut time to test a new prompt from ~15 minutes to under 2.
  • Non-engineers (PMs, ops) can now iterate on prompts without filing a ticket.
  • Regressions are caught before merge, not by customers.

Business value

  • Unblocked 4 SuiteApp teams shipping GenAI features on a shared design surface.
  • Reduced prompt-related support escalations by an estimated 60%.
  • Set the interaction pattern reused across NetSuite's AI roadmap.

Next

See more work

All case studies