Files & spreadsheets
CSV and Excel exports, Google Sheets
Most pilots start here: a scheduled read-only export
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Integration
Agents read what you already have, read-only, and deliver results to the tools your team uses. n8n connects the pieces; AWS runs them.
Every agent has an adapter that maps your columns to its data contract. Change the mapping, not the agent.
Standard connectors are included in Growth and above. Anything else is quoted after the audit.
CSV and Excel exports, Google Sheets
Most pilots start here: a scheduled read-only export
Postgres, MySQL, SQL Server views
Read-only views with only the columns an agent needs
Shopify, WooCommerce, marketplace exports
Listings, prices, orders, returns and carts
SES, Gmail, WhatsApp Business
Alerts, digests, chasers and customer replies
Freshdesk, Zendesk, HubSpot exports or APIs
Routing, replies and escalations
Loan system exports, bureau pulls, Account Aggregator
KYC files, applications and loan books
Amazon Bedrock: Nova, Claude
One setting changes the model per client
S3 + Glue + Athena, DuckDB
Healed tables you can query with SQL
n8n schedules and webhooks
43 ready workflows, one per agent plus platform flows
We map your columns to the agent's data contract in the audit.
A scheduled read-only export or view feeds the raw layer.
The agent writes healed tables and proposed changes, never your source system, until you approve write-back.
n8n sends results where you work: email, Sheets, your CRM, or an approval link.
Watch an agent find planted problems, fix the safe ones and wait for your approval on the rest. Thirty minutes, live.