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Connected AI Product Decision Tools
AI Product Tools
Decision tools for figuring out what to learn, how the work should run, where risk is building, and how to justify UX or design system investment. Built to move teams from analysis to action, with outputs that drive real decisions instead of polished artifacts that go nowhere.
Every live tool also delivers AI Handoffs with prompts, JSON, Markdown, and MCP-ready context.
Start Here
Start with the decision you need to make
New here? Start with AI UX Methods Finder.
Shaping the workflow? Move to AI UX Process Builder.
Assessing risk or building the case? Use the Assess and Justify tools.
Choose Plan Assess Justify
Toolkit
7 live tools, organized by the job they do
Four categories: Choose, Plan, Assess, and Justify. Start with the one that matches the decision in front of you.
Choose
Choose the right method before you commit time
New to the toolkit? This is the best place to start. Match the decision to the right method — fast and without guesswork.
Start Here
AI UX Methods Finder
Choose the right UX research or validation method based on timeline, risk, user access, project stage, team type, and business need.
Open FinderPlan
Turn strategy into a workable UX operating model
Shape how the work flows, where governance belongs, and how teams stay practical without losing alignment.
Workflow Tool
AI UX Process Builder
Build a practical UX workflow with board and playbook views, AI Assist guidance, Next Practices, and presets for startups through regulated enterprise teams.
Open BuilderPlanning Tool
Component Complexity Estimator
Estimate build and maintenance effort for UI components so teams can scope systems work and make smarter delivery tradeoffs.
Open EstimatorComing next
What is being built next
Focused on workflow orchestration, adaptive systems, and agent-ready handoff.
Featured next
Agentic App Workflow Builder
Map multi-agent app flows, human checkpoints, system triggers, and escalation paths in one operating model teams can actually use.
Coming soon
Agentic Design System
Extend design systems into agent-ready rules, adaptive variants, content constraints, and controlled personalization logic.
What it adds ▸
- Adaptive variants
- Token and constraint layers
In redesign
Persona Card Builder
The persona tool is staying in the product vision, but it is being rebuilt into a stronger research and workshop artifact before relaunch.
What it adds ▸
- Stronger workshop artifact
- Higher-trust persona framing
Roadmap
Component Readiness System
Expand component planning into a fuller readiness system covering states, accessibility, documentation, QA coverage, and AI implementation prompts.
What it adds ▸
- States, variants, docs, and QA coverage
- AI-ready implementation framing
Assess
Audit experience quality and operational risk
Evaluate the current state, expose hidden UX and accessibility risk, and build a clearer case for what needs to change.
Measurement Tool
MIF Explorer
Go beyond KPIs with a premium measurement intelligence framework covering governance, value, enablement, capability, maturity, and AI-aware interpretation.
Open ExplorerAudit Tool
Accessibility Audit Scorecard
Score accessibility posture against WCAG 2.2 and generate a more strategic remediation view with priority, effort, and risk framing.
Open ScorecardAssessment Tool
Design Debt Tracker
Quantify accumulated design and UX debt across product areas and compare the cost of carrying it versus resolving it.
Open TrackerJustify
Build the business case for UX and systems investment
Translate UX and design systems investment into executive-ready language that supports the next investment decision.
Featured Tool
Design System ROI Calculator
Build an AI-aware business case for design systems, including delivery gains, governance value, and the operational impact of reusable infrastructure.
Open CalculatorThese tools are directional planning aids — not substitutes for finance review, delivery planning, or formal research governance. Results depend on your inputs and context, but they are designed to help non-UX stakeholders understand tradeoffs quickly.