artificial intelligence / generative ai / ai agents / large language models / open source llm / inference costs / ai infrastructure / mlops / retrieval augmented generation / vector databases / ai-native saas / vertical saas / usage-based pricing / product-led growth / startup funding / enterprise ai adoption / scaling lessons / postmortem / open source alternatives / we switched from