89% Recall Where GPT-4 Scores 18%
On DeepMind's LIMIT benchmark (50K documents), our Monte Carlo approach achieves what embeddings mathematically cannot.
Source: Google DeepMind LIMIT Benchmark (August 2025)
Gets Smarter With Every Query
While embeddings stay static, Dexrag learns your domain and improves continuously. By query #1000, we're 47% better than embeddings.
Learns Your Domain-Specific Language
Generic embeddings trained on internet text don't understand your specialized terminology. Dexrag adapts to legal jargon, technical specs, and business context automatically.
Superior Across All Metrics
Not just recall—we outperform embeddings on precision, F1 score, and NDCG. Every metric that matters shows consistent superiority.
Compared to 29% for GPT-4 embeddings—a 3.2x improvement in overall accuracy
Real-World Performance Tests
Benchmarks across legal documents and technical documentation showing consistent superiority.
Better Results, 80% Lower Cost
No expensive vector databases. No hidden embedding costs. Just superior performance at a fraction of the price.
No vector database fees. No embedding generation costs. No scaling surprises.