ProblemEnterprise ai infrastructure / developer tools platforms charge $10K-50K/year for features that 2026 AI delivers at $79-399/month; AgentRelay targets the SMBs running AI agents without enterprise observability budgets priced out of legacy tools.
SolutionAI agents make decisions in black boxes; debugging requires manual log diving. Companies lose $50K-200K per year on ai infrastructure / developer tools inefficiencies, with 60-80% of teams reporting wasted engineering hours on manual work that AI could automate.
Market opportunityGPT-4 Turbo and Claude 3.5 achieve 94% accuracy on ai infrastructure / developer tools tasks at $0.01 per call — impossible at $0.15+ before Q4 2025. Computer Use APIs enable autonomous workflows without manual integration.