Feature Detail

CSV Pipeline workflow

Move from raw guest spreadsheets to clean assignment-ready data in minutes.

Import guest CSV files with flexible mapping, duplicate detection, and optional AI-assisted header matching, then export enriched lists.

Problem

Guest CSV files arrive with inconsistent column names and frequent duplicates, which slows event setup.

Solution

The CSV service parses headers, suggests mappings, flags duplicates, and imports clean records with deterministic fallback behavior.

Business outcomes

Cut data-prep time before assignment sessions.

Detect duplicate rows before they become assignment conflicts.

Keep import behavior stable with or without AI mapping.

Export enriched guest lists for external reporting.

Capabilities

Header-aware CSV parsing and row normalization.

Heuristic and AI-assisted column mapping.

Duplicate detection across file and existing project data.

Dry-run mode for import previews.

CSV export with table and seat columns included.

Recommended implementation workflow

Use this sequence when onboarding team members in production planning environments.

1

Upload guest CSV file.

2

Review suggested column mappings.

3

Run dry import preview and resolve duplicate rows.

4

Import clean rows into guest manager.

5

Export updated guest list with assignment context.

Frequently asked questions

Practical implementation answers for planning and operations teams.

Ready to apply this feature in your next event?

Spin up a project and put this workflow into practice with your real guest list.