The Marqely pipeline
Marqely is a universal business data platform — a translation and orchestration layer that sits between the tools you already use. Below is every stage of the pipeline, with an honest status for each capability.
1. Import
Bring data in from wherever it lives today.
- CSV imports Available now
- Generic Dataset imports Available now
- Contact / Company / Company + Contact imports Available now
- 50k+ staged background imports In development
- XLSX and spreadsheet support Planned
- Google Sheets connector Planned
- Other connectors (JSON / API / DB) Planned
2. Understand
Marqely recognizes what you brought in and how it maps.
- Automatic dataset type recommendation Available now
- Column mapping with confidence scores Available now
- Manual overrides and mapping delta hints Available now
- Custom fields Available now
- AI-assisted mapping suggestions Planned
3. Clean & Validate
Normalize values, surface issues, and prepare data for use.
- Alias & value normalization Available now
- Validation issues report Available now
- Row outcome classification (imported / skipped / issues) Available now
- Master record / golden record matching Planned
- Repair and retry workflows Planned
- Re-upload comparison Planned
4. View & Export
Explore raw and cleaned data, then get it back out.
- Raw vs normalized dataset viewer Available now
- Filters, sorting, column visibility Available now
- CSV export (browser-MVP limits) Available now
- Import reports Available now
- Sync / export to outside systems Planned
5. CRM Lens
One possible output — contacts and companies from the same clean foundation.
- Companies with nested contacts Available now
- Tags, notes, custom fields Available now
- Contact/company detail pages Available now
- Audiences & segmentation Planned
6. Governance
Workspaces, roles, and the foundation for team ops.
- Workspace foundation Available now
- Roles & memberships Available now
- Audit logs (basic) Available now
- Cross-workspace sharing Planned
- SSO / advanced access controls Planned
7. Coming Soon
Bigger bets on the roadmap.
- AI-assisted insights Planned
- AI-assisted matching Planned
- Email marketing Planned
- SMS marketing Planned
- Polls & surveys Planned
- Billing & plan enforcement Planned