Zero Hallucinations.
100% Deterministic Data Migration.
Generic LLMs guess. Enterprise data migrations can't afford to. Elvity pairs deterministic table extraction with cell-level source coordinate auditability—giving your migration specialists the speed of AI with mathematical accuracy.
Black-Box AI Guessing vs. Deterministic Precision
Why probabilistic LLMs fail at enterprise data migration, and how deterministic AI solves it.
Generic LLMs make plausible-sounding guesses on missing IDs, silently drop decimal places, or invert dates, corrupting destination databases.
When an ingested value is wrong, there is no way to trace where the LLM got it or verify whether it was in the original source file.
Running the same client file twice produces different schema interpretations, making regression testing and compliance sign-off impossible.
Specialists cannot trust the output, forcing them back into manual Excel verification and destroying any productivity gains.
Every field is transformed through deterministic rules, regex constraints, and typed schema validations. Zero hallucinated values.
Click any output cell in your destination DB to inspect its exact spreadsheet coordinate (e.g., Sheet2!C14) or PDF bounding box.
Identical inputs always yield identical deterministic transformations, satisfying enterprise compliance and external audits.
Specialists review clear confidence scores and visual traces in an AI data migration workbench, approving thousands of rows in minutes.
How Deterministic Migration Works
Precision engineering designed for mission-critical enterprise migrations.
1. Coordinate Extraction
Elvity maps every character and tabular cell in your source multi-tab Excel or scanned PDF to exact spatial coordinates before transformation.
2. Typed Validation
Transformations execute against strict database schema definitions, regex constraints, and lookup tables—flagging anomalies with confidence metrics.
3. 1-Click Specialist Sign-Off
Specialists inspect visual source overlays for flagged records, confirm edge-case mappings, and approve data with 100% audit confidence.
Built for High-Stakes Compliance
Guaranteed data integrity for financial services, healthcare, and enterprise software migrations.
Hover over any destination table cell to view the original PDF bounding box or Excel sheet coordinate in real time.
Enforce exact business rules, currency normalization, date conversions, and picklist enums with zero probabilistic drift.
Every extracted column receives a confidence score so specialists only need to verify true edge cases.
Human-in-the-loop interface giving implementation engineers full manual override authority over every transformation.
Push validated data directly into PostgreSQL, Snowflake, Salesforce, HubSpot, or custom REST APIs.
In-memory processing with zero persistent storage retention, TLS 1.3 encryption, and enterprise-grade privacy.
Experience 100% Deterministic Data Migration
See why leading enterprise teams choose Elvity when data accuracy cannot be compromised.