Let AI Handle Your Data Mapping
LangChain agents powered by your choice of LLM—OpenAI, Anthropic, Gemini, AWS Bedrock, or open models like DeepSeek, Moonshot, GLM, Qwen—analyze your files, understand their structure, and intelligently map them to your database with zero data exposure.
Your LLM, Your Data, Your Privacy
ContentAtlas is fully LLM-agnostic. Use your own API keys or dedicated models. Your data never leaves your infrastructure, ensuring 100% privacy—critical for financial and enterprise sectors.
Core Providers
OpenAI
GPT-4, GPT-4o, and o-series models for advanced reasoning and analysis.
Anthropic
Claude 3.5 Sonnet and Opus for nuanced understanding and complex tasks.
Google Gemini
Gemini 1.5 Pro and Flash for multimodal analysis and large context windows.
AWS Bedrock
Claude, Llama, and Titan models with enterprise-grade security and compliance.
Open & Alternative Models
DeepSeek
Moonshot
GLM
Qwen
What the AI System Does
ContentAtlas AI uses LangChain agents with your selected LLM provider to automatically analyze uploaded files and determine their optimal mapping strategy.
Analyze File Structure
Examines columns, data types, and data quality to understand what your file contains.
Compare with Existing Tables
Finds semantic matches between your file columns and existing database tables.
Recommend Strategies
Suggests whether to create a new table, merge, extend, or adapt existing schemas.
Provide Reasoning
Explains its decisions so you understand why certain mappings were recommended.
File Analysis with Confidence Scores
The AI examines your file and provides confidence scores for each column mapping recommendation using your selected LLM.
LangChain agent analyzes file structure and detects semantic matches with 0-100% confidence scores
Choose Your Workflow
Two modes to match your preferred level of control.
| Aspect | Auto-Process Mode | Interactive Mode |
|---|---|---|
| Description | Fully automated file analysis and import | Conversational workflow with LLM asking questions |
| Workflow | Click "Map Now" → "Auto Process" → "Process Now" | Click "Map Now" → "Interactive" → "Start Analysis" |
| Use Case | Trusted data sources, speed prioritized | Complex data, ambiguous mappings, user control |
How AI Analysis Works
A streamlined 5-step process from file upload to execution using your selected LLM.
File Upload
Upload your CSV, Excel, JSON, or XML file. The system accepts files up to 100,000+ rows.
Smart Sampling
The system samples your file intelligently, adapting to file size for optimal analysis speed.
LLM Agent Analysis
Your selected LLM via LangChain analyzes structure, compares with database schema, and resolves conflicts. Max 5 iterations.
Generate Recommendation
The AI outputs a recommended strategy, column mapping, and confidence score with full reasoning.
Execution
Auto-execute immediately or confirm manually—your choice based on confidence level.
Complete the picture
ContentAtlas maps AI decisions coming in. Helm governs AI decisions going out.
The intelligence that maps your schemas can't bypass your infrastructure without approval. Helm intercepts every LLM agent action as a structured JSON proposal — the same AI, with a human gate on every outbound move.
Let AI Handle Your Data Mapping
Book a strategy session to discover how ContentAtlas AI-assisted mapping can automate your file analysis using OpenAI, Anthropic, Gemini, Bedrock, or open models—with 100% data privacy.