MRHI is a proprietary vector index delivering sub-millisecond k-NN across CPU, CUDA, and Metal. Up to 3,156× faster builds and 1M+ QPS on published benchmarks — quietly outclassing every public vector database.
Public benchmark results on the standard glove-100-angular dataset. We don't cherry-pick — recall is held at 99.94%+ across all measurements.
Plug in your current vector-search stack. Same hardware. We'll estimate the fleet you'd replace and the dollars you'd reclaim every year.
Estimates based on published per-server throughput. For exact numbers on your own data, request a private benchmark.
MRHI runs natively on CPU, CUDA, and Metal — the same index, the same recall, picked per workload. The internals stay ours; the speed becomes yours.
150,000+ QPS on commodity x86 with 99.94% recall. No GPU required, no warm-up, no cold-start tax. The default tier for most production workloads.
Over 1 million QPS on a single GPU. Batches thousands of queries in flight with consistent sub-millisecond p99. The tier of choice when latency at scale is the product.
Native Metal execution on M-series. Run large vector indexes on the laptop in your bag, on-device, with no network round-trip. Ideal for private and edge deployments.
When a single query costs microseconds, you can re-rank, re-query, and reason in the loop — things that were impossible at 50ms.
k-NN retrieval is the bottleneck in most RAG stacks. MRHI returns top-50 in under a millisecond — give your model 10× more context without blowing the latency budget.
Persistent long-term memory for agents. Recall conversations, tool results, and observations at full speed — even across millions of past interactions.
Realtime user → item nearest-neighbor lookups at scale.
Replace BM25 + ES for text, image, and multi-modal retrieval.
Stream embeddings → flag outliers in real time on production traffic.
MRHI is not a SaaS. It is proprietary IP, available to a small number of enterprises via commercial license or full acquisition.
Send us your dataset under NDA. We run MRHI against it live, on a video call, and walk you through the numbers. No binary leaves our hands.
Perpetual or term license to deploy MRHI inside your stack. CPU, CUDA, and Metal engines included.
Full transfer of source, patents, benchmarks, and trade secrets. Sole-buyer process via qualified counsel.
Try the public demo, then book a private benchmark on your own data. Acquisition and exclusive-license conversations are welcome.