Why MergeOn?
MergeOn bridges the gap between AI capabilities and enterprise document chaos. We transform unstructured business documents into verified, auditable knowledge that AI can actually use — with complete evidence chains and zero hallucination.
Frequently Asked Questions
Why can't I just use ChatGPT on my business documents?
AI models like GPT-4 and Claude are brilliant at reasoning, but they struggle with unstructured business documents. They guess, hallucinate, and can't trace answers back to sources. MergeOn converts documents into verified facts first, so AI reads truth instead of guessing.
Should my company train its own AI model?
Usually no. Training custom models requires $500K+/year in ML engineering, 6-18 months to first version, constant retraining, and you'll always be behind billion-dollar AI labs. MergeOn lets you use the world's best models instantly while your verified data becomes the differentiator.
How does MergeOn ensure AI accuracy?
MergeOn uses a human-in-the-loop verification system. AI detects and extracts fields, then humans verify at 100% accuracy. Every output traces to exact source coordinates with SHA-256 hashing.
What happens to my data?
Your documents stay in your infrastructure with our Bring Your Own Storage model. MergeOn stores only metadata and verification hashes. You maintain complete data sovereignty.
Which AI models does MergeOn work with?
MergeOn is model-agnostic. It works with OpenAI GPT-4, Anthropic Claude, Google Gemini, and any other LLM. Switch providers without re-processing.