Insights & resources
Notes on enterprise automation, AI, and operational excellence from the team building Champ.
The End of Low-Code: Why we rebuilt automation from scratch
Low-code tools solved API automation. But real enterprise operations live in browsers, PDFs, phone calls, and messy workflows that require judgment.
Ted ChengApr 15, 2026
AI Agents: What Actually Changed in Workflow Automation
Most payroll and compliance teams have workflows that everyone agrees should be automated and never are. Not because no one tried, but because the tools available couldn't handle the reading, interpretation, and multi-step judgment those workflows require. Chasing state portals, responding to tax notices, onboarding across jurisdictions: AI agents are the first technology that can actually take those on.
Trevor TangFeb 14, 2026
Lessons Learned from a Year of Building AI Agents
After a year of building AI agents for enterprises, here are the key insights on what makes them work—and what makes them fail.
Jagannath PutrevuDec 22, 2025Subscribe to our newsletter
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