The SDK to ADK Revolution Nobody Saw Coming
Every product team started the same way: Install an SDK for analytics. Add another for experiments. Another for support. Another for feedback. By year two, you have 20 SDKs, zero intelligence, and a maintenance nightmare.
This isn’t integration. It’s accumulation.
The average product uses 20+ different SDKs and APIs. But here’s the breakthrough: What if instead of adding more SDKs, you had an ADK (Agent Development Kit) that could generate intelligent agents for any stack?
Enter Clayva ADK: The kit that builds custom AI agents for YOUR specific tools.
The Breakthrough: Agents That Build Themselves
Traditional integration requires custom code for every tool combination. Linear + Notion? Custom code. Jira + Confluence? Different code. The permutations are infinite.
Clayva’s ADK changes the game entirely. Instead of building integrations, ADK generates specialized agents for YOUR exact stack:
- Research Agent that understands YOUR feedback tools
- Code Agent that knows YOUR codebase structure
- Growth Agent optimized for YOUR business model
- Custom Agents created specifically for YOUR workflows
This isn’t just automation. It’s meta-automation—agents creating agents.
The Intelligence Behind ADK
ADK doesn’t just connect tools—it understands them. Using advanced pattern recognition and meta-learning, ADK:
- Analyzes your tool ecosystem to understand data flows
- Learns your workflows by observing patterns
- Generates optimal agent architectures for your needs
- Continuously improves agents based on usage
One CTO reported: “For the first time, our tools aren’t just connected—they’re intelligent. ADK created agents that understand our business better than most employees.”
Real ADK Success Stories
B2B SaaS: Complete Agent Ecosystem in 48 Hours
Stack: Linear + Notion + Slack + Intercom + Segment ADK Generated: 5 core agents + 3 custom agents Result: 90% of PM work automated, 10x velocity increase
E-commerce Platform: Industry-Specific Agents
Stack: Shopify + Klaviyo + Gorgias + Triple Whale ADK Generated: Commerce-specific agents (Inventory, Conversion, Retention) Result: $3.2M additional revenue from agent-discovered optimizations
Enterprise Fintech: Compliance-Aware Automation
Stack: ServiceNow + Confluence + Teams + Salesforce ADK Generated: SOC 2 compliant agents with full audit logs Result: 85% automation while maintaining compliance requirements
The Technical Magic: How ADK Works
Stage 1: Stack Analysis
ADK scans your existing tools and understands their capabilities.
adk.analyze() // Returns:
{
tools: ['linear', 'notion', 'slack', 'intercom'],
dataTypes: ['tickets', 'docs', 'messages', 'feedback'],
workflows: ['support-to-ticket', 'feedback-to-roadmap'],
patterns: ['weekly-review', 'bug-triage', 'feature-request']
}Stage 2: Agent Generation
Based on analysis, ADK generates specialized agents.
adk.generateAgents() // Creates:
{
research_agent: {
sources: ['intercom', 'support_tickets', 'reviews'],
synthesis: 'pattern_recognition',
actions: ['create_linear_ticket', 'update_notion']
},
// Plus 4-8 more agents specific to your stack
}Stage 3: Continuous Evolution
Agents learn and improve from every interaction.
// ADK agents evolve:
- Learn new patterns in your data
- Optimize for your specific workflows
- Generate new agent types as needed
- Share learnings across agent networkThe Framework Moment for AI Agents
Remember when developers wrote everything from scratch? Then frameworks like Rails and Django changed everything. Suddenly, common patterns were automated.
ADK is doing the same for AI agents.
Instead of building custom agents, ADK generates them. Instead of maintaining integrations, agents self-maintain. Instead of manual workflows, agents handle everything.
Product teams report the same feeling: “I can’t imagine going back to manual integration. It would be like going from React back to vanilla JavaScript.”
The Network Effects of ADK
The magic compounds as more teams use ADK:
- Pattern Library Grows: Every ADK instance contributes patterns
- Agent Templates Improve: Popular stacks get optimized templates
- Cross-Industry Learning: B2B patterns help B2C and vice versa
- Ecosystem Expansion: New tool support added continuously
One CPO described it: “It’s like having a thousand PMs’ experience built into our agents.”
Beyond Integration: The Future of Autonomous Product Teams
The canvas isn’t just replacing dashboards—it’s enabling entirely new workflows:
Agent Orchestration
Research Agent discovers issue → Code Agent fixes it → Experiment Agent tests it → Growth Agent scales it. All automatic.
Custom Agent Creation
Need a “Customer Success Agent”? ADK generates it based on your specific tools and workflows. Deployed in minutes.
Meta-Agent Evolution
Agents that monitor other agents. Agents that improve other agents. Agents that create new agents. The ecosystem evolves itself.
Industry-Specific Intelligence
ADK learns patterns specific to e-commerce, SaaS, marketplaces, etc. Your agents come pre-trained for your industry.
The Philosophy: Intelligence, Not Integration
Traditional tools focus on moving data—from here to there, transformed and stored. But moving data isn’t the goal.
ADK focuses on intelligence—understanding, synthesizing, acting. Your tools don’t just connect; they think together.
This isn’t just better automation. It’s artificial intelligence that truly works.
The Business Case: ROI in Days, Not Months
Most automation tools take months to configure. ADK customers see value immediately:
- Day 1: ADK analyzes stack and generates agents
- Day 2: First automated tickets appear in Linear
- Week 1: 50% of manual work automated
- Month 1: 10x productivity increase
Average ROI: 1,200% within 60 days.
Getting Started: From SDK Chaos to ADK Order
The setup is surprisingly simple:
- Install ADK (one line of code)
- Connect your tools (OAuth for everything)
- Watch agents generate (specific to your stack)
- Agents start working (immediately)
Most teams see first results in hours. By day 30, they’ve forgotten what manual work felt like.
The Bottom Line
For 20 years, we’ve accepted that tool integration means endless APIs, broken webhooks, and manual glue work.
Clayva’s ADK ends that acceptance.
When your tools become intelligent—not just connected, but truly intelligent with custom agents—product development transforms from coordination to orchestration. You stop managing tools and start directing strategy.
The question isn’t whether to adopt ADK. It’s whether you’ll do it before your competitors’ agents make you obsolete.
Ready to transform your PM stack from dumb tools to intelligent agents? Deploy your ADK →
The ADK Advantage: By the Numbers
- 95% of manual work automated
- 10x productivity increase
- 48 hours to full agent deployment
- Zero integration maintenance
- $2.4M average annual value created
The future of product work isn’t better tools. It’s intelligent agents.
Welcome to the ADK revolution.
