Okara scales AI CMO on Vercel

The rise of highly productive micro-startups serving massive user bases shows that the bottleneck for AI agents is no longer model capability, but rather the reliability and security of the surrounding infrastructure layer.

• –**Abstractions Drive Velocity:** Offloading retries, model routing, and key management to a unified gateway eliminates SDK integration debt and allows instant adoption of new models.
• –**Sandboxed Execution is the New Standard for Action-Oriented Agents:** Giving agents the ability to write and test code requires isolated runtime environments like Vercel Sandboxes to maintain security.
• –**Massive Leverage for Small Teams:** Okara's ability to run a complex agentic fleet for 120,000 businesses with only four engineers highlights how robust cloud infrastructure is commoditizing scale.