Control Plane for Live Agent Integrations

Diving deeper into

Ayan Barua, CEO of Ampersand, on infra for AI agent integrations

Interview
Storage without fresh bi-directional context is more of a cold archive.
Analyzed 5 sources

The value is shifting from storing business data to keeping agents continuously synced to the latest state of that business. Warehouses like Snowflake and Databricks are still useful as systems of record for analytics, but agent workflows break when data is hours old, missing writes, or disconnected from source apps. That makes the integration layer valuable because it handles live reads, writebacks, tenant specific mapping, and change propagation across the tools where work actually happens.

  • Ampersand is positioning above MCP, not against it. MCP gives agents a common way to ask for tools, but the hard production work still sits in authentication, retries, rate limits, schema mapping, governance, and keeping one customer's Salesforce data from leaking into another customer's tenant.
  • This is why batch ETL and warehouse centric stacks are not enough for agentic SaaS. A nightly sync is fine for a dashboard. It is not fine for an agent approving refunds, updating CRM records, or reacting to a support escalation in the moment. The winning middleware becomes a real time messaging and sync layer between SaaS systems.
  • The contrast with Merge and Finch is useful. Unified APIs were strong for simpler analytics and standard read access across a category. Agentic products need deeper tenant by tenant integrations, because each customer has custom fields, custom objects, and workflows that an agent has to understand well enough to take action safely.

Over the next five years, the biggest infrastructure winners in agentic SaaS will look less like passive data pipes and more like control planes for live business context. If Ampersand executes, it can become the layer that lets developers and agents both operate across fragmented enterprise systems fast enough, and safely enough, for agents to become the default interface to business software.