Our solution

Intelligent, automated reconciliation.

Datally turns days of repetitive consolidation into minutes — the AI proposes each step, you stay in control, and the whole recipe is saved to reuse.

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The same job, settled

Five steps instead of five days

Manual process
  1. 01Copy-paste between files
  2. 02Map each column by hand
  3. 03Fix format inconsistencies
  4. 04Translate source codes manually
  5. 05Repeat from scratch every cycle
≈ 2–3 daysper cycle
With Datally
  1. Upload source files
  2. Analyze & suggest validation rules✨
  3. Map columns automatically✨
  4. Translate values into one schema✨
  5. Consolidate, export & save the recipe
Minutes~80% less time

Capabilities

Built for the messy reality

Not another platform to adopt — a focused tool that handles the parts that actually cost you time.

✨AI Validation Builder

Write rules in plain language. Datally suggests intelligent checks based on the patterns it finds in your data.

✨Hybrid AI Column Mapping

A three-layer match — exact, string similarity, and LLM context — proposes mappings you confirm in a click.

✨AI Translation Workbench

Two-tier AI standardizes source-specific codes and values, and learns from the mappings you approve.

Session Management

Version control for data workflows — save, restore, and share an entire consolidation as one session.

Exception Explorer

Filter, group, and investigate validation exceptions, with duplicate detection, before anything ships.

Reference Dictionary

Build your organization's data knowledge base of reusable mappings, rules, and standard fields.

Reusability

Build once, reuse forever

Every consolidation is saved as a versioned session — so the knowledge stays in the tool, not in one person's head.

Session snapshots

Save the complete workflow state at any point and restore an earlier version if something goes wrong.

Version control

Lock dictionaries, mappings, and translation rules. Track what changed, when, and by whom.

Reusable templates

Export a session, share it, and apply a proven workflow to the next source — institutional knowledge that stays.

Version history
Dictionary v3.2Current

Added 15 new source mappings

Mapping config v2.12 days ago

Locked after Q4 review

Translation rules v1.81 week ago

Updated product codes

Session baseline1 month ago

Initial setup

Restore any version in one click

Ready to automate the busywork?

Try the full mapping, translation, and validation workflow in your browser — no install required.

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