Mash AI
Engineering & SDLC Agent−40%

UI / UX Agent

Wireframes that honour the design system.

Not a chatbot, an engineering & SDLC specialist. Produces wireframes and accessibility-checked specs from your design system and real usage, so handoff stops being a fight. The code is yours.

UI / UX Agent−40%
In
  • Third-party feeds
  • Documents & forms
  • System records
agent
Out
  • Decision log entries
  • Structured records
  • Scored recommendations
Design & front-end teams100% audit
0%
Headline result
+0%
Releases shipped on time
0 wks
Typical time to live
The problem

Why this work breaks at scale.

More BPO or more spreadsheets both scale with cost, and neither gives a reviewer the evidence they want.

With UI / UX Agent: much less handoff friction.
Capabilities

What the UI / UX Agent does for your team.

01

Escalates cleanly

Knows the edge of its competence and hands off without losing a single line of context.

02

Reads what you already have

Ingests documents, records, and messages in the formats your engineering & SDLC stack produces, no clean-room data prep required.

03

Explains every decision

Each output ships with its reasoning and the source it drew from, so a reviewer can confirm rather than re-derive.

04

Human-in-the-loop by design

Routine cases run end-to-end; anything above your confidence or value threshold is routed to a person with the full context attached.

How it works

Ticket to PR to release, one engineering view.

01

Intake

Captures the request and assembles everything needed to act on it.

02

Reason

Runs the deterministic checks first, then applies judgment where it helps.

03

Execute

Completes the task across the connected systems in one pass.

04

Report

Returns the result, the rationale, and the trail in one place.

Inputs
  • Third-party feeds
  • Documents & forms
  • System records
  • Email & chat
Outputs
  • Decision log entries
  • Structured records
  • Scored recommendations
  • Posted transactions
Fits your stack

Deployed into the systems you already run.

No rip-and-replace. The UI / UX Agent connects to your existing engineering & SDLC tooling and writes back to your system of record.

GitHubGitLabJiraServiceNowJenkinsCodebase RAGDecision Log
In production

Deployed for Design & front-end teamsmuch less handoff friction.

See a case study
Questions

The practical details.

Yes. You own 100% of the IP, code, and documentation. There is no platform lock-in and the full system transfers to your team.

It integrates with the engineering & SDLC systems you already run, GitHub, GitLab, Jira and more, with no rip-and-replace.

A first version typically runs against your own data within weeks, the first agent can be live in as little as 48 hours, with full deployment in two to eight weeks.

No. It removes the low-judgment, repetitive work and routes anything consequential to a person with the context attached, so your team spends time where judgment actually pays off.