Walk results — snapshots/{latest}-{flow-name}/results.json
Screenshots — visual analysis of each step
Friction report — reports/{latest}-{flow-name}-report.md
Diff/trends — compare multiple snapshots if available
Flow definition — flows/{flow-name}.yml
Knowledge docs — friction taxonomy, platform types, goal setting, metrics primer
Config — config.yml for platform type, business goals, thresholds

Prioritization Matrix

Rank every suggestion by effort vs impact:

	Low Effort	Medium Effort	High Effort
High Impact	🔥 Do now	📋 Plan next sprint	🗓️ Schedule
Medium Impact	✅ Quick win	📋 Plan	⏭️ Backlog
Low Impact	✅ If time permits	⏭️ Defer	❌ Skip

Effort Estimation

Low: CSS/copy change, config tweak, one-line fix. < 30 minutes.
Medium: Component refactor, API change, new validation. 1-4 hours.
High: Architecture change, new feature, third-party integration. > 4 hours.

Impact Estimation

Consider:

How many users hit this flow? (P0 flows = high impact by default)
Does the issue block task completion? (Critical = high impact)
What's the business cost? (payment flow friction > settings page friction)
Is it getting worse? (degrading trend = higher urgency)

Output

## Improvement Plan: {flow-name}

**Based on:** walk ({date}), report ({date}), {N} historical runs
**Platform type:** {saas|website|etc.}

### 🔥 Do Now (high impact, low effort)

1. **Fix 500 error on /checkout submit**
   Step 4: click submit → server error
   Impact: blocks 100% of purchases
   Fix: validate cart items count before submission (API-side)
   Effort: low (input validation)

2. **Add loading state to submit button**
   Step 4: users double-click during slow response (2.8s)
   Impact: prevents duplicate submissions
   Fix: disable button + show spinner on click
   Effort: low (CSS + JS)

### 📋 Plan Next

3. **Reduce /signup page load from 2.8s to <1.5s**
   Step 1: navigate → 2.8s (threshold: 2s), trend: degrading
   Impact: 40% of users bounce on pages >3s
   Fix: audit JS bundle, lazy-load below-fold, optimize images
   Effort: medium (performance audit)

### ✅ Quick Wins

4. **Fix password field placeholder text**
   Step 3: placeholder says "Enter pasword" (typo)
   Impact: low (cosmetic)
   Fix: correct typo in form component
   Effort: low

### ⏭️ Backlog

5. **Add password strength indicator**
   Not currently in flow, but common SaaS pattern
   Impact: medium (reduces support tickets)
   Fix: add strength meter component
   Effort: medium

---

### Summary

| Priority | Count | Est. Time |
|----------|-------|-----------|
| 🔥 Do now | 2 | ~1 hour |
| 📋 Plan next | 1 | ~3 hours |
| ✅ Quick wins | 1 | ~10 min |
| ⏭️ Backlog | 1 | ~2 hours |

Cross-Flow Suggestions (when `all`)

When analyzing all flows, also identify:

Common friction: same issue across multiple flows (e.g., slow navigation everywhere → CDN/performance problem)
Missing flows: critical paths that have no flow definition yet
Coverage gaps: pages/features with no flow coverage

After Suggesting

Suggest next actions:

"Create issues from these suggestions? I can draft them."
"Run /flow-walk {name} after implementing fixes to measure improvement"
"Run /flow-diff {name} to track progress over time"

Prioritization Matrix

Effort Estimation

Impact Estimation

Output

Cross-Flow Suggestions (when all)

After Suggesting

Cross-Flow Suggestions (when `all`)

flow-suggest

Flow Suggest

Usage

Inputs