Product Updates

Omni Parse Ingestion Engine

Adarsh Kaviraj

Co-Founder

October 29, 2025

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Adaptive Data Ingestion: No More Template Headaches

The Problem

Users waste hours reformatting their data to fit rigid templates. Different data sources mean different formats, and manual transformation is tedious and error-prone.

The Solution

LatSpace's adaptive ingestion feature accepts data in any format and automatically understands how to map it to your system. Upload a CSV, paste JSON, drop a PDF, or send API data—LatSpace figures it out.

How It Works

1. Smart Detection The system identifies your data format and structure automatically, whether it's spreadsheets, documents, or structured data.

2. AI-Powered Mapping Using intelligent agents, LatSpace infers relationships between your input fields and the target data model. It understands context, not just field names—so "customer_name" and "client" are recognized as the same thing.

3. Automatic Transformation Data is normalized into your schema without manual configuration. The system learns from each ingestion, improving accuracy over time.

4. Validation & Enrichment Built-in validation ensures data integrity while AI agents can augment your data with additional context where needed.

5. Permission-Aware Processing RBAC controls ensure users can only ingest data they're authorized to, with complete audit trails stored in MongoDB.

Key Benefits

  • Zero Configuration: No predefined templates or mapping rules required
  • Format Agnostic: JSON, CSV, XML, Excel, PDFs, plain text—all supported
  • Time Savings: Eliminate hours of data preparation work
  • Scalable: Handles everything from single records to massive batch uploads
  • Smart Learning: Gets better at understanding your data patterns over time
  • Full Traceability: Complete lineage tracking shows how data was transformed

Real-World Impact

Instead of spending time reformatting data, users can immediately import information from any source and start working with it. Whether integrating with multiple vendors, migrating from legacy systems, or handling diverse customer submissions, LatSpace adapts to your data—you don't adapt to LatSpace.

The system brings flexibility without sacrificing structure, making data ingestion truly frictionless.