SkillsLib.ai

Interaction Pattern Validation & Refinement

Validate interaction patterns against accessibility, cognitive load & user mental models

4.4(25 reviews)
100+ downloads
Updated Sep 2026
Verified SafeSecurity VerifiedThis skill was analyzed by our AI security scanner for harmful content including data exfiltration, system manipulation, credential theft, and prompt injection. No threats were detected.

What You Can Do

You can stress-test interaction patterns across multiple validation criteria simultaneously—accessibility compliance, cognitive load, user mental models, and usability principles. This skill identifies friction points in form workflows, modal sequences, navigation hierarchies, and state transitions, then generates specific, evidence-based refinements. You'll catch design issues before they reach development, reducing rework and support burden post-launch.

Features

WCAG 2.1 AA compliance checking

Validates keyboard navigation, focus management, semantic structure, color contrast, and assistive technology compatibility

Cognitive load assessment

Evaluates decision complexity, working memory demands, information scent, and progressive disclosure patterns

Mental model alignment

Compares interaction sequences against user research, conceptual models, and domain conventions

Friction point identification

Flags error recovery gaps, unclear state indicators, confirmation workflows, and recovery paths

Multi-criteria scoring

Generates comparative analysis across accessibility, usability, learnability, and efficiency dimensions

Interaction flow mapping

Documents state transitions, edge cases, and user pathways to visualize interaction sequences

Refinement generation

Produces specific, actionable design recommendations with rationale tied to accessibility standards or cognitive science

Design system validation

Evaluates interaction pattern libraries against compliance and consistency criteria

Example Output

Input: Multi-step checkout form with address auto-complete, optional fields, and real-time validation

Output:

Validation Results

  • ✅ Accessibility (WCAG 2.1 AA): 78/100

  • PASS: Semantic form markup, error messages linked to fields

  • WARN: Real-time validation triggers may interrupt screen reader users before form submission

  • FAIL: Auto-complete dropdown not keyboard accessible; Enter key submits form instead of populating field

  • 🧠 Cognitive Load: 82/100

  • PASS: Progressive disclosure (optional fields hidden)

  • WARN: Three validation states (error, warning, success) create decision fatigue

  • ACTION: Consolidate to pass/fail only; move warnings to post-submission review

  • 👤 User Mental Models: 71/100

  • ISSUE: Auto-complete confidence score not visible; users unsure if address is correct

  • FIX: Add visual confirmation badge + "Edit address" fallback

Recommended Refinements

  1. Defer real-time validation to blur event (not keystroke)
  2. Make auto-complete keyboard-navigable with Escape to dismiss
  3. Show single validation state per field; batch secondary warnings

What's Included

  • SKILL.md: Complete instruction framework for interaction validation workflows
  • WCAG 2.1 AA Compliance Checklist: Keyboard, focus, semantic, sensory, motion criteria
  • Cognitive Load Assessment Template: Decision complexity, working memory, scent, disclosure patterns
  • Interaction Flow Mapping Canvas: State diagram template with edge cases and recovery paths
  • Design Handoff Checklist: Pre-development validation sign-off for interaction patterns

Who It's For

  • UX/Interaction Designers — Validate workflows before design specifications reach development
  • Product Managers — Audit interaction patterns for usability and compliance risk before launch
  • Accessibility Specialists — Stress-test patterns against WCAG 2.1 AA standards across user types
  • Design Systems Managers — Evaluate pattern library components for consistency and accessibility
  • Design QA/Testers — Identify interaction gaps during design review phases

Best For

  • Multi-step workflows (forms, checkout, onboarding, setup wizards)
  • State management patterns (modal stacking, undo/redo, real-time collaboration)
  • Navigation hierarchies and information architecture validation
  • Error recovery and edge case design review
  • Accessibility compliance audits in regulated industries
  • Design system pattern library evaluation
  • Interaction refinement before developer handoff

You might also like

Inbound Shipment Auditor
$30
Receiving3.5(4)
Inbound Shipment Auditor

Analyze inbound shipping documentation to verify receipt accuracy against purchase orders, bills of lading, and carrier documentation. Identify and categorize discrepancies like missing items, quantity variances, and damage claims. Generate exception reports and provide resolution guidance to streamline your receiving operations.

FTZ Compliance & Duty Analysis
$40
FTZ4.0(6)
FTZ Compliance & Duty Analysis

This skill helps you navigate complex Free Trade Zone regulations and tariff rules with confidence. You can verify product classifications, calculate accurate duties and landed costs, assess regulatory compliance, and prepare audit-ready documentation. Get instant guidance on trade agreements, import/export scenarios, and compliance risks without manual research.

FTZ Compliance Audit & Documentation Assistant
$30
FTZ4.5(4)
FTZ Compliance Audit & Documentation Assistant

This skill helps you navigate Foreign Trade Zone regulations by automating compliance audits, generating required documentation, and verifying import-export procedures. You'll receive detailed compliance checklists, tariff classification guidance, and ready-to-use documentation templates that meet CBP requirements, reducing errors and audit risk.

Carrier Relations Intelligence
$30
Carrier Relations Intelligence

Transform your carrier relationships with structured performance analysis and strategic negotiations. You'll evaluate carrier metrics across cost, service quality, and reliability to build scorecards that drive informed decisions on contract renewals, price optimization, and expansion opportunities. This skill prepares rate negotiation strategies, identifies dispute root causes, and recommends retention or exit decisions backed by quantitative data.

Sanctions Screening & Compliance Decision Framework
$40
Sanctions3.2(6)
Sanctions Screening & Compliance Decision Framework

Rapidly verify shipments, parties, and destinations against multiple global sanctions lists including OFAC SDN, EU consolidated list, and UN designations. Generate compliance decisions with complete audit trails, risk assessments, and regulatory documentation that satisfies internal review and external audits without manual spreadsheet work.

Diary Study Analysis Framework
$50
Diary Study Analysis Framework

Transform unstructured diary entries into coded themes, behavioral patterns, and evidence-based design recommendations. You can process 10+ participant diaries at scale while maintaining contextual richness, identify recurring behaviors across cohorts rather than isolated incidents, and surface emotional and situational triggers that inform product direction. This approach bridges the gap between raw qualitative data and actionable design strategy.

Carrier Performance Analysis and Strategic Optimization
$35
Carrier Performance Analysis and Strategic Optimization

This skill transforms raw carrier data into actionable intelligence for your supply chain. You provide metrics like delivery times, costs, service levels, and volume data, and the skill delivers comprehensive performance analysis, cost-benefit comparisons, and strategic optimization recommendations. Use it to identify underperforming carriers, negotiate better contracts, and restructure your logistics network for maximum efficiency.

LTL Load Consolidation & Rate Analysis
$35
LTL3.0(5)
LTL Load Consolidation & Rate Analysis

Upload multiple partial LTL shipments and receive data-driven consolidation recommendations with precise margin calculations. This skill analyzes your shipment characteristics against current market rates to identify cost-saving opportunities and prioritizes consolidation scenarios by profitability impact. Get actionable rate recommendations that balance cost reduction with service commitments.

$35.00