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AI Initiatives

I kept seeing the same pattern — design gaps surfacing after engineering time was already spent fixing them. So I built a copilot to catch them earlier: it reviews design work against six lenses before a single line of code gets written.

Company
Method / GlobalLogic
Role
Design Lead, tool built for internal use
Tool
Method UX Review Copilot
The Opportunity

Every design review at Method catches usability and accessibility issues — eventually. The problem was timing: most gaps surfaced after a build had already started, when fixing them cost real engineering time. Manual review doesn't scale with three time zones shipping in parallel — whoever reviewed last, or fastest, ended up deciding what "good enough" meant that week.

The Initiative

Late-stage rework was quietly costing the team real engineering time — issues that should've been caught in design were surfacing after build had already started. I built a small AI-assisted copilot for the global service team to flag usability and accessibility issues at the design-file stage instead, before a single line of code gets written. It wasn't part of my workstream brief; I ran it alongside my actual responsibilities because the cost of waiting was clear.

Critical Product Decisions

The team almost treated it as a pass/fail gate. I pushed back — it flags, a person still decides. That call mattered more than the tool itself: AI didn't change what good design is, it changed how fast bad design gets caught.

How It Works
01
Configure
Describe the project brief, pick the standards that apply — WCAG 2.2, EAA, ADA, Nielsen heuristics, Material, HIG — or apply a saved preset.
02
Upload
Drop in up to 20 screens as PNG or JPG. The engine grounds every finding in the actual interface — reviewed together as one journey, not screen by screen.
03
Receive
A board-ready report: one overall score, six lens scores, visual callouts, prioritized findings, and a roadmap grouped by effort and impact.
Evidence
The Tool
overview · six lenses, one verdict
Method UX Review Copilot overview page showing the six review lenses
Usability, accessibility, trust & ethics, business impact, design quality, and Method's own experience framework — combined into one report instead of five separate ones.
configure · pick your lenses
New review configuration screen showing selectable review standards across UX, accessibility, trust and ethics, and design systems
Every standard is selectable — WCAG 2.2 AA, ADA, EAA, Nielsen heuristics, dark-pattern detection, even a specific design system. This run: 12 standards, Full review depth.
multi-screen · the whole flow
Eight J-ESTA screens attached together for one unified journey review
All 8 J-ESTA screens attached and reviewed as one continuous journey — home through terms & conditions — not eight disconnected reviews.
The Result — Six Lenses, One Verdict
the verdict · 68/100
Overall UX score of 68 with six lens scores and an executive summary
One score, six lenses, needs-attention flagged immediately — Accessibility (58) called out as the weakest lens before you read a single finding.
usability lens · a finding
Critical usability finding: placeholder text used as form labels, with issue, recommendation, and business impact
Every finding is severity-graded, tied to a real screen location, and paired with a recommendation and a business-impact tag — not just "this is wrong."
design quality lens · strengths
Four design strengths worth preserving, each with why it works and its business benefit
Every review also surfaces what's working. A second opinion, not just a fault-finder — the strengths get a business case too.
accessibility lens · WCAG 2.2 AA
Accessibility review mapped to WCAG 2.2 AA, ADA, and EAA standards, broken down by contrast and touch target findings
Mapped to real standards — WCAG 2.2 AA, ADA, EAA — and broken down by category: contrast, touch targets, keyboard, screen reader. Not a generic accessibility score.
trust & ethics lens
Trust and ethics review showing transparency, user control, and consent scores, plus dark pattern risk
Dark-pattern risk, consent clarity, and user control — the lens most review tools skip entirely.
method experience lens · proprietary
Method Experience review, a proprietary six-dimension lens covering value clarity, trust building, guidance, action clarity, friction, and business alignment
The one lens that's ours: does the screen build trust, guide the user, and align to the business goal — Method's own 6-dimension framework, not a borrowed heuristic.
business impact lens · the roll-up
Business impact summary showing risk areas across conversion, adoption, retention, trust, support costs, and task completion
Every finding rolled up into business risk — conversion, retention, support cost — so the review closes as a business conversation, not just a design one.
Outcome

The global service team adopted it as a standard step before build starts, not a mandate I pushed through — it earned that by making their own review process faster.

Reflection
A useful tool doesn't need to be a flagship initiative to be worth building. This one earned its place on speed, not scope — a reminder that not every leadership win needs a big stage.
Next story
Designing a digital ID that replaces the passport in your pocket — JESTA

Curious about where AI actually helps vs. where it doesn't — happy to talk through it.

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