Technical Deep Dive

Features That Make
Enterprise AI Possible

Q: How fast is MergeOn document processing?

MergeOn processes documents in sub-second time (0.3s average) compared to 45s for traditional OCR or 12s for GPT-4 Vision. This is achieved through parallel field extraction, pre-compiled templates, streaming pipelines, and edge caching.

Q: How does MergeOn prevent AI hallucination?

Zero hallucination is achieved structurally: every extracted field has exact pixel coordinates, SHA-256 cryptographic hashing links outputs to sources, human verification gates ensure 100% accuracy, and conservative confidence thresholds force human review when uncertain.

Q: What does model-agnostic mean?

Your knowledge graph is stored independently of any AI model. MIL formats context identically for any LLM, no fine-tuning is required, and you can switch between OpenAI, Anthropic, Google, or any provider without re-processing documents.

Q: How does cross-document intelligence work?

MergeOn tracks dependencies across documents as a directed graph. When one field changes (like a closing date), the system automatically identifies all downstream impacts, recalculates derived values, and alerts relevant parties. It also detects contradictions and missing referenced documents.

Sub-second ingestion, zero hallucination architecture, model-agnostic design, and cross-document intelligence with SHA-256 evidence chains.

0.3s

avg processing

Sub-Second Ingestion

150x faster than traditional OCR. Parallel field extraction, pre-compiled templates, streaming pipelines, and edge caching deliver 0.3s average processing.

100%

traceable

Zero Hallucination Architecture

Every extracted field has exact pixel coordinates. SHA-256 cryptographic hashing links outputs to sources. Human verification gates ensure 100% accuracy.

Any

LLM provider

Model Agnostic Design

Your knowledge graph is stored independently. Switch between OpenAI, Anthropic, Google, or any provider without re-processing documents or losing data.

∞

relationships

Cross-Document Intelligence

Dependencies tracked as a directed graph. Field changes automatically cascade, detect contradictions, and flag missing referenced documents.

100%

accuracy gate

Human-in-the-Loop Verification

AI performs initial detection, humans verify at 100% accuracy where it matters. Conservative confidence thresholds force review when uncertain.

data stored

Bring Your Own Storage

Your documents stay in your infrastructure. MergeOn stores only metadata and verification hashes. Complete data sovereignty guaranteed.

Technical FAQ

Technical Questions

How fast is MergeOn document processing?

Sub-second (0.3s average) vs 45s for traditional OCR. Achieved through parallel extraction, pre-compiled templates, and streaming pipelines.

How does MergeOn prevent AI hallucination?

Structurally: every field has pixel coordinates, SHA-256 hashing links outputs to sources, and human verification gates ensure 100% accuracy.

What does model-agnostic mean?

Your knowledge graph is stored independently. Switch between OpenAI, Anthropic, or Google without re-processing documents.

How does cross-document intelligence work?

Dependencies tracked as a directed graph. Field changes automatically cascade, detect contradictions, and flag missing documents.

Ready to See It In Action?

Request a technical demo and see how MergeOn handles your specific document challenges.

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Core Features