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Run every AI workflow on current data.

See how teams answer requests, keep vector stores current, and send prepared data to connected systems.

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Answer with current data

Read the source data an agent or application needs while it handles a request. Return the records directly. Nothing is stored by default.

Request-time context

Answer with current data

Read the source data an agent or application needs while it handles a request. Return the records directly. Nothing is stored by default.

Customer support

Resolve a duplicate charge while the customer waits.

The agent sees the subscription, invoices, payment authorizations, open case, and current refund rule before it answers.

SDK or MCP
PostgreSQL + Stripe + Zendesk
Remac
Support agent

Engineering

Start incident response with current service facts.

The agent receives the failing release, recent errors, affected service, ownership, and matching runbook before suggesting the first check.

SDK or MCP
GitHub + Sentry + Datadog
Remac
Incident agent

Fraud operations

Review a payment with the account history beside it.

The review uses the device, billing country, recent logins, payment history, and current risk rules before deciding whether to hold the transaction.

SDK or MCP
PostgreSQL + Risk API + Login events
Remac
Fraud agent

Commerce operations

Release priority orders with stock and cutoffs checked.

The agent checks the order, reserved stock, warehouse cutoff, and fulfillment rules before recommending a split shipment or release.

SDK or MCP
Shopify + MySQL + Warehouse API
Remac
Operations agent

Customer success

Prepare a renewal call with the latest account facts.

The account owner sees current product use, open support cases, invoices, renewal terms, and recent commitments before the call starts.

SDK or MCP
Salesforce + Zendesk + Stripe
Remac
Account agent

Marketing operations

Check consent and exclusions before a campaign sends.

The workflow checks current consent, recent purchases, renewals, and suppression rules before the agent approves the final audience.

SDK or MCP
HubSpot + Shopify + Consent API
Remac
Campaign agent

Put current source data where the next step can use it.

Start with the workflow that matters most. Add other sources and destinations when the job requires them.

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