🚀 Enhanced Cost Analysis Module

Interactive mockups featuring 25+ new capabilities from AI-powered insights to predictive analytics

📈 Screen 1: Historical Trends & Variance Alerts NEW
Track cost evolution over time with proactive alerts on variances

Cost Analysis - PCB Assembly

Electronics • 4-Layer PCB • 10,000 units/month

$69.66
🔴 HIGH PRIORITY ALERT
FR4 pricing 12% above market - Your current supplier is charging $8.20/unit while market average is $7.28/unit. Potential savings: $0.92/unit ($110,400/year)
🟡 MEDIUM PRIORITY ALERT
Solder paste consumption 15% above norm - Current usage at 45g/board vs. industry standard 39g/board. Potential savings: $0.35/unit ($42,000/year)
📈 Cost Trend (Last 6 Quarters)
$72.40
Q3 2024
$74.80
Q4 2024
$71.20
Q1 2025
$70.50
Q2 2025
$69.66
Q3 2025
CURRENT
📉
-6.9%
vs. Peak (Q4 2024)
✅
-$5.14
Cost Reduction YTD
🎯
$65.00
Target Cost
📊 Category Performance vs. Benchmarks
Category Your Cost Industry Avg Best-in-Class Status
🟦 Material 25.0% 22.0% 18.0% ⚠️ HIGH
🟧 Consumables 28.7% 24.0% 20.0% ⚠️ HIGH
🟩 Process 28.3% 30.0% 25.0% ✓ GOOD
🟪 OHP 18.1% 24.0% 18.0% ✓ EXCELLENT
📸 Screen 2: AI-Powered Specification Recognition NEW
Upload images or CAD files to automatically extract specifications

Specifications - AI Recognition

Auto-extract specs from images, CAD, or technical drawings

📸

Drop your file here or click to browse

Supported: JPG, PNG, PDF, STEP, IGES, STL, Gerber

🤖 AI Recognition in Progress
Analyzing image... Processing
75% Complete
✓ Image Upload Complete
File received: pcb_technical_drawing.pdf (2.4 MB)
✓ OCR Text Extraction
Extracted 247 text elements, 18 dimension callouts
✓ Component Detection
Identified 245 components using computer vision
⏳ Specification Parsing
Analyzing materials, dimensions, tolerances...
⏳ Validation & Review
Pending - will require user confirmation
📋 Extracted Specifications (Preview)
Dimensions
150×100×1.6mm
✓ Confidence: 98%
Layer Count
4 layers
✓ Confidence: 100%
Base Material
FR4
✓ Confidence: 95%
Surface Finish
ENIG
⚠️ Confidence: 72%
Copper Weight
1 oz
✓ Confidence: 89%
Components
245 parts
✓ Confidence: 94%
🎮 Screen 3: Opportunity Impact Simulator NEW
What-if analysis: Select opportunities and see projected impact before committing

Impact Simulator - PCB Assembly

Model different scenarios to optimize decision-making

🎯 Select Opportunities
📊 Simulated Results
Current
$69.66
→
Projected
$63.61
Cost Reduction
-8.7%
Savings per Unit
$6.05
💰 Annual Financial Impact
Total Savings Potential
$726,000
↑ Based on 120K units/year
Implementation Cost
-$85,000
↓ Testing, tooling, training
Net Benefit (Year 1)
$641,000
↑ 755% ROI
Payback Period
1.4 months
↑ Quick return
⚖️ Risk vs. Reward Analysis
Opportunity Timeline Effort Risk Status
Material Substitution 2 weeks Low Low ✅ Selected
Component Standardization 4 weeks Medium Low ✅ Selected
Supplier Consolidation 3 weeks Low Medium ⏸️ Not Selected
Process Optimization 6 weeks Medium Low ⏸️ Not Selected
💬 Screen 4: AI-Powered Chat Assistant NEW
Ask questions and get instant insights powered by Velocity AI

Velocity AI Assistant

Ask anything about your cost analysis

AI Online
👤
Why is my material cost higher than the industry average?
🤖

Great question! Based on my analysis of your PCB breakdown, your material costs (25%) are elevated primarily due to three factors:

1. FR4 substrate pricing: You're paying $8.20 per board while market average is $6.80. This suggests your supplier pricing is 20.6% above market.

2. Copper foil grade: You're using 1oz copper across all layers. Industry standard is 0.5oz for inner layers, which could save $1.40/unit.

3. Over-specification: Your 4-layer design uses only 2 layers for 82% of traces. Redesign to 2-layer could save $4.20/unit.

📎 Based on 5 data sources • Industry benchmarks, supplier database, design analysis

👤
Which opportunity should I tackle first?
🤖

I recommend starting with Material Substitution (FR4 → CEM-3) because:

✓ Quick win: 2-week timeline

✓ Low risk: CEM-3 meets your IPC Class 2 requirements

✓ High impact: $3.20/unit savings = $384K annually

✓ Low effort: No design changes needed

I can create an implementation playbook for you. Would you like me to generate that?

💡 SUGGESTED QUESTIONS:
🔮 Screen 5: Predictive Cost Forecasting NEW
AI-powered 12-month forecast with commodity trends and risk alerts

Cost Forecast - PCB Assembly

Predictive analytics for proactive planning

$69.66
🔮 12-Month Cost Forecast
$69.66
Now
$70.20
Q4 2025
$71.00
Q1 2026
$71.80
Q2 2026
$72.40
Q3 2026
⚠️
Forecast Alert: Cost Increase Expected
Based on commodity trends, your cost is projected to increase 3.9% (+$2.74/unit) by Q3 2026
📊 Key Forecast Drivers
Driver Current 12-Month Forecast Impact Action
Copper Prices (LME) $8,420/ton ↑ $9,095/ton (+8%) +$1.85/unit
FR4 Substrate Tight supply ↓ Improving -$0.45/unit
Labor (China) $4.20/hr → Stable $0.00/unit No action
Logistics (Sea) $0.85/unit ↑ $1.20/unit (+41%) +$0.35/unit
🎯 Recommended Proactive Actions
🔴 URGENT: Lock in copper pricing NOW
Action: 6-month forward contract at current rates
Savings: Avoid $1.85/unit increase = $222K protected
Deadline: Next 2 weeks (prices trending up)
🟡 MEDIUM: Increase FR4 inventory by 15%
Action: Build strategic buffer while supply improving
Savings: Capture -$0.45/unit reduction = $54K/year
Timeline: Next 4-6 weeks
🟡 STRATEGIC: Accelerate CEM-3 substitution
Action: Complete material switch before Q4
Savings: $3.20/unit offsets copper increase
Timeline: 8-10 weeks
✅
Net Impact: Avoid Cost Increase
By taking these actions, you can maintain current cost levels despite market pressures
📋 Screen 6: Implementation Action Plan NEW
Turn opportunities into executable projects with step-by-step playbooks

Implementation Playbook

Material Substitution: FR4 → CEM-3

Expected Savings
$3.20/unit
$384K annually
Timeline
4 weeks
Start: Dec 2, 2025
Budget Required
$2,800
ROI: 137x
Risk Level
Low
Approved
📅 4-Week Implementation Plan
Week 1-2: Evaluation Phase
👤 Assigned to: Engineering Lead
Week 3: Supplier Engagement
👤 Assigned to: Procurement Manager
Week 4: Decision & Implementation
👤 Assigned to: Project Manager + QA Lead
👥 Stakeholders & Responsibilities
Role Name Responsibility Status
Engineering Lead Sarah Chen Technical validation & testing ✓ Ready
Procurement Manager Michael Torres Supplier selection & negotiation ✓ Ready
Quality Assurance Lisa Park Quality monitoring & approval ✓ Ready
Finance Approval David Kumar Budget approval ($2,800) ⏳ Pending
🎯 Success Metrics & KPIs
QUALITY METRICS
Defect Rate Target: <1.0%
Current FR4: 0.8%
Performance Tests Target: 100% pass
IPC Class 2 compliance
FINANCIAL METRICS
Cost Reduction Target: $3.20/unit
Validated by procurement
Annual Savings Target: $384K
Based on 120K units/year