9 use cases

Demos by Use Case

Semantic intelligence at middleware speed,deployed in your own environment

🛡️7 demos

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
📸3 demos

Visual Intelligence

Visual AI for catalog quality, fulfillment, and industrial safety. Validate tags, inspect packages, and detect hazards in under 80ms per image, on your infrastructure.

<80ms per image, any visual task2 models 1.6b + 450m vision-language
💳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

End-to-end conversational AI: multi-intent understanding, robust function calling, hyper-personalization, and persona voices — running on CPU with no cloud dependency.

1 model e2e audio: speech in, speech out100+ functions via natural language
🏢1 demos

Enterprise AI Agent

Five specialist models. Five security layers. Under one second total. The full production stack for governed AI agent operations.

<1s full 5-layer pipeline100x+ cheaper than cloud llm stack

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Purpose-built models foryour most critical decisions.