Scene 1 of 8
How Skymel ADK Works
From config to intelligent agent in minutes
refund_agent.json - Building: Customer Support Automation
Agent Deployed to Production
Lead Scorer
Idle
Email Responder
Processing
Refund Processor
ACTIVE
Uptime: 100%
Requests: 0
Cost: $0.00
Your agent is live. Zero orchestration code.
👤
Marcus Johnson
Mobile • Tuesday, 2:47 PM
😤
EXTRACTED DATA:
{
"customer_id": "cust_8829",
"issue_type": "multiple_charges",
"amount": "$143.97",
"occurrences": 3,
"sentiment": "frustrated",
"account_tier": "premium"
}
Multi-Model Reasoning Engine Creates Optimal Plan
LLM Cluster
Intent extraction
Classifier
Pattern match
Tool Select
Choose tools
Causal
Goal tracking
Optimizer
Cost/speed
ORCHESTRATOR
Combine & coordinate
1
Verify charges
2
Calculate refund
3
Process refund
4
Create ticket
5
Notify customer
Intelligent Execution
Verify Charges
Queries database, finds 3 identical charges with same timestamp
✓ Duplicate charges confirmed
Calculate Refund
3 charges - 1 valid = 2 refunds = $95.98
✓ Under $500 limit, auto-approve
Process Refund
Connects to payment gateway, initiates refund
✓ Transaction ID: REF-789456
Create Engineering Ticket
Pattern detected: Webhook duplication after deploy
✓ JIRA-4567 created (High priority)
Notify Customer
Personalized message sent via email and SMS
✓ Customer notified
SLACK
#customer-success
✅ Refund Agent
Resolved duplicate charge issue
Customer: Marcus Johnson
Amount: $95.98 refunded
Auto-resolved in 1.8s
Resolved duplicate charge issue
Customer: Marcus Johnson
Amount: $95.98 refunded
Auto-resolved in 1.8s
JIRA
High Priority
🎫 SKYMEL-4567
Webhook Duplication Issue
Pattern: 20+ similar cases
Root cause: Deploy at 2 PM
Assigned to Engineering
Webhook Duplication Issue
Pattern: 20+ similar cases
Root cause: Deploy at 2 PM
Assigned to Engineering
😊
"Thanks for the quick resolution!"
Resolution: 1.8s | Cost: $0.04 | Satisfaction: ⭐⭐⭐⭐⭐
💰 Cost Comparison: Traditional vs Skymel
Traditional Development
$120,000
6 Months Development
$180,000
Ongoing Maintenance
$24,000/year
Manual Support Staff
$15/hour
Skymel ADK Solution
$25/month
10-minute Setup
$0 dev cost
Per-request Cost
$0.04
Total 1st Year Savings
$323,700
Learning & Pattern Recognition
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Pattern Detected
20 similar cases in 10 minutes
All after 2 PM deployment
Agent evolves response strategy
1.8s → 0.8s
Response Time
Grouped
Ticket Handling
Proactive
Customer Alerts
Continuous Improvement Over Time
Day 1
Learning Phase
Plans
5-6 steps
Avg time
3.2s
Pattern detection
Basic
Success rate
94%
Day 30
Optimizing Phase
Plans
4 parallel steps
Avg time
1.8s
Pattern detection
Advanced
Success rate
97%
Day 90
Expert Phase
Plans
3 smart steps
Avg time
0.8s
Pattern detection
Predictive
Success rate
99.5%
Same config. Smarter every day.
Traditional Approach
1000s lines of code
Rigid if/then workflows
Breaks on edge cases
Constant maintenance
No learning
With Skymel ADK
10 lines of config
Dynamic intelligent planning
Handles edge cases
Self-improving
Gets smarter daily
Start Beta Access - $25/month
• 500+ agents deployed in beta
• Zero code orchestration
• Multi-model intelligence
Build smarter agents. Ship faster. Scale instantly.