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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

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.
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