Platform Design · AI Audit · Design Systems · Revi

5,000 partners.
AI-built chaos.
I made it make sense.

When your CEO and PMs are shipping product with Loveable at speed, someone has to review every page, untangle what got generated, and make it actually easy to use. That became my role on Revi OS.

Lead Designer · AI Audit · UX
Loveable · Figma · Builder.io
Full platform — every page, every workflow
Revi

AI-generated

Functional. Bloated. Every page styled differently. No clear hierarchy.

After design review

Simplified. Consistent. Clear primary action. Easy to understand.

Revi OS — full platform design audit and remediation

The leadership team was moving fast with AI. Fast isn't the same as finished.

Revi OS started as our existing partner dashboard. The CEO and PMs, moving quickly and using AI to do it, began layering in a host of new tools and features built through Loveable. The pace was impressive. The result needed work.

What came out was usable, if you already understood how Revi worked. The AI is good at generating features. It's less good at knowing which features matter most, how to organize them, or how to make the experience feel like one product instead of twenty decisions made in isolation.

Overcomplicated, inconsistent, and easy to misread.

AI-generated product tends toward the same failure modes: too many features surfaced at once, no hierarchy of importance, styles that drift from page to page, and workflows that make sense to whoever built them but no one else.

Revi OS had all of it. Each page felt like it was built in a separate session with no memory of the last one. CTAs in different positions, labels with inconsistent terminology, pages with so many options that the primary action got buried.

Page by page. Workflow by workflow. Untangling the mess.

01

Full platform audit — every page, every state

Reviewed the entire product systematically. Documented every inconsistency: mismatched components, redundant features, navigation patterns that contradicted each other, pages that had grown without any clear design direction.

02

Simplify before adding

The instinct with AI-built product is to patch problems by adding new layers. I did the opposite: removed features that duplicated others, merged redundant pages, and cut options that weren't being used. Less surface area, clearer purpose per screen.

03

Style and interaction consistency

Rebuilt component usage so every page followed the same rules: same CTA position, same label patterns, same hierarchy of primary vs. secondary actions. Partners shouldn't have to relearn how the product works on every screen.

04

Workflow clarity — the path matters as much as the destination

Re-mapped the critical partner workflows (setup, menu management, reporting) to ensure they had a clear beginning, middle, and end. AI tends to optimize for completing a task. I made sure the experience of getting there was also clear.

The puzzle is the point.

My role has shifted a lot. Sometimes I'm building from scratch, sometimes I'm PM, sometimes I'm reviewing code. Revi OS pushed me into a different kind of design work: less creator, more editor and quality controller. I came to appreciate that.

What I'm most proud of isn't any single fix. It's my ability to keep finding the thread in genuinely ambiguous situations. The AI can ship fast. I'm the person who makes sure what ships is actually easy. It's a different skill set than starting from a blank canvas, and one I've grown into.

The modern design reality: As AI tools ship more product faster, the highest-leverage design work shifts toward audit, simplification, and coherence. Someone has to be the human in the loop, understanding what was built and whether it's actually the product you want to stand behind.

A platform that works the way we actually want to build.

5K+
merchant partners now using Revi OS
Full
platform reviewed and remediated page by page
+40%
partner tool utilization after redesign
1
consistent design language across every tool and workflow