9 use cases

Demos by Use Case

Semantic intelligence at middleware speed,
deployed in your own environment

Data Protection

Guard sensitive data at every boundary. PII, PHI, secrets, and compliance violations detected semantically in under 50ms, entirely on your infrastructure.

<50ms per document, any identifier type7 models pii, phi, secrets, compliance

⚡4 demos

Decision Engine

Real-time decisions on live data in the critical path. Fraud signals, alert triage, intent routing, and customer signals at sub-50ms latency.

<40ms median decision latency4 models fraud, triage, routing, signals

🤖1 demos

AI Safety

Validate and govern AI agent actions before execution. Every tool call checked semantically in 15ms, faster than the call itself.

15ms per tool-call validation8 risk categories from privilege escalation to data exfil

🔎5 demos

Search Intelligence

Every query understood, expanded, and rescued in under 50ms. Semantic search intelligence across the full pipeline, invisible to the user.

<45ms per query, any pipeline stage5 models expansion to decomposition

📦3 demos

Product Intelligence

Structure the unstructured at catalog scale. Extract attributes, assign taxonomy, and classify dietary restrictions in under 40ms per item.

<40ms per item, any enrichment task3 models attributes, taxonomy, dietary

📸2 demos

Catalog Intelligence

Visual AI for catalog quality and fulfillment at warehouse speed. Validate supplier tags and inspect packages in under 80ms per image, on your infrastructure.

<80ms per image, tag validation or qc1.6B lfm2.5-vl vision-language model

💳3 demos

Transaction Intelligence

Sub-50ms semantic intelligence for payments. Parse merchant descriptors, triage disputes, and route mobile banking queries inside the authorization window.

<35ms end-to-end per transaction3 models parsing, triage, routing

🎤1 demos

Voice Intelligence

Full voice pipeline on a single GPU. Speech recognition, intent routing, function execution, and spoken response in under 200ms with no cloud dependency.

<200ms speak-to-response, end-to-end2 models audio + tool calling on one gpu

🏢1 demos