CSV imports
CSV imports let you create or update multiple variants at once, whether you’re managing multi-site deployments or making bulk changes to variant attributes.
Export your current variants
Before importing, export your existing variants to understand the file format:
- Navigate to Knowledge > Variants in Agent Studio
- Click Export CSV
- Save the file to your local machine
The exported CSV contains all your variants with their attributes and configurations.
Always use the exported file as your starting template. The exported format may use a different delimiter than a standard comma-separated file. If you edit the CSV in a spreadsheet application, re-export it in the same format to avoid import errors.
CSV file format
The CSV file must include these columns:
Default variant behavior
The is_default field is included in the CSV format but does not control which variant is used as the default. The platform assigns the default variant based on creation order. To control which variant is active for each conversation, use conv.set_variant() in your start function.
Example CSV
Import process
Prepare your CSV
- Keep column headers exactly as exported
- Leave
idempty for new variants - Include
idvalues for variants you want to update - Include
is_defaultvalues as required by the format
If you are working in a sandbox environment, changes only apply to sandbox. Promote your sandbox to live when you are ready. See the variants overview for more on testing workflows.
Best practices
- Test in sandbox first - Import to your sandbox environment before production
- Keep a backup - Export before importing to preserve your current state
- Validate data - Check phone numbers, URLs, and other data before importing
- Use consistent naming - Follow a naming convention that scales (e.g.,
City-Location) - One default only - Include exactly one variant with
is_default=truein your CSV
Common use cases
Adding new locations
Export your CSV, add new rows with empty id fields, and import to create new variants.
Updating phone numbers
Export, update the attribute_phone_number column, keep the id values, and import.
Changing default variant
To control which variant is active, use conv.set_variant() in your start function. See default variant behavior.
Troubleshooting
Import fails with 'duplicate name' error
Variant names must be unique. Check for duplicate entries in your CSV.
Changes don't appear after import
Refresh the page. If changes still don’t appear, check the import confirmation screen for errors.
Can't set a variant as default / is_default doesn't apply
The is_default CSV field does not control the default variant at runtime. The platform assigns the default based on creation order. Use conv.set_variant() in your start function to control which variant is active for each conversation.
Attribute columns not recognized
Attribute columns must start with attribute_. Check your column headers.
Import fails with 'Error saving your changes'
This can occur when the CSV contains invalid data. Check for:
- Empty variant name fields (every row must have a
namevalue) - Duplicate variant names
- Malformed attribute values
If the error persists, try importing fewer rows at a time to isolate the problematic entry.
Validation error: 'too_small'
This usually means a row has an empty required field, such as name. Ensure every row in your CSV has a value in all required columns. Remove any blank rows at the end of the file.
Limits
- Maximum 1000 variants per project
- Maximum 50 custom attributes per variant
- CSV file size limit: 10MB
For larger imports or complex migrations, contact your PolyAI representative for assistance.
Automate with the Agents API
CSV is the right tool for human-curated edits. If the source of truth lives elsewhere — a CRM, a locations database, a provisioning system — syncing via the API is usually a better fit.
Sync variants from code instead of CSV
The Agents API has CRUD for attributes and variants, which usually fits the job better than CSV round-tripping once the source of truth lives in another system.

