Any domain emits structured data to the substrate. The substrate handles ingestion, indexing, encryption, and storage transparently. Applications query the substrate and receive outcome-ranked episodic results.
Any system emitting structured numeric data - sensor array, industrial machine, autonomous vehicle, AI agent, research instrument, or financial pipeline.
Optional zero-config entry: auto-discovers stream structure, provisions dedicated shards, and begins episodic accumulation from the first datapoint.
The substrate receives data, stores it in a proprietary episodic memory structure, and indexes it for fast, scalable retrieval at production data volumes. Configurable encryption policy is on our roadmap for custom Enterprise deployments -- see the pricing page for current availability.
Applications query the substrate and receive outcome-ranked episodic results in milliseconds. No retraining. No downtime. No GPU.
Bootstrap makes the substrate accessible without integration work. Any device that emits a device identifier, timestamp, and numeric key-value payload can connect and accumulate episodic memory immediately.
Validated: NASA CMAPSS FD001 blind trial with 100% correct identification of stable and dynamically significant channels from opaque identifiers.
April 2026. AWS EC2 m7i-flex.large. CPU-only. ANN-Benchmarks GloVe-100-Angular. 1,183,514 vectors. No GPU. No AVX-512.
| Configuration | Mean | P95 | QPS | Recall@10 | vs Flat |
|---|---|---|---|---|---|
| Speed mode | 3.65ms | 4.94ms | 273.9 | 76.45% | 19x |
| Balanced mode | 9.32ms | 11.15ms | 107.3 | 89.05% | 7.4x |
| Quality mode | 13.99ms | 16.14ms | 71.5 | 93.15% | 4.9x |
| Flat baseline | ~69ms | ~69.7ms | ~14.5 | - | 1x |
Desktop (Intel i5-10600KF, no GPU): 1.11ms mean, 1.45ms P95, 76.5% Recall@10, 297x vs brute-force.
Larger-scale (100K-10M vector) benchmarks are in progress.
VAAS-X supports horizontal scaling through a federated shard model. A central router distributes queries across active shards in parallel, then merges and outcome-ranks results before return.
Development and pilot deployments.
Multiple domain shards with merged outcome-ranked recall.
Get a Free-tier API key instantly, or self-serve upgrade to Developer or Professional via Stripe -- see the pricing page. For Enterprise deployments, custom onboarding, or pilot partnerships, contact hello@vaasx.com.