Reduce token usage in your agentic systems with Search Actions | Ampersand Changelog

Reduce token usage in your agentic systems with Search Actions

Your agent doesn’t always need the entire record. One record may be enough. Instead of pulling every record into the context window, an agent can query on demand for just the records it needs, avoiding context bloat and cutting token usage.

Ampersand now supports a new primitive: Search actions. Search actions let you find records when you know part of a record and need to fetch the rest, or need to find a record in order to update it.

ActionWhat it does
readRequest a list of records
writeCreate or update a record
subscribeReceive updates when records change
proxyAuthenticated passthrough for raw API access
searchNewQuery records by criteria, on demand

Leaner enterprise agents

Reading a whole object into an agent’s context is expensive and can lead to bloat. Search lets the agent ask for only what it needs.

With read
Agent context
Every record loads, leading to context bloat and additional token usage.

Find, then update

Search also powers a find-then-update flow: look a record up by a value you know, get its ID back, then write the change.

Search Actions Availability

Search is available on Salesforce, HubSpot, NetSuite, and ServiceNow (May 2026)

A new take on native product integrations