Efficient general-purpose AI
at every scale.
Every demo runs a fine-tuned Liquid Foundation Model — purpose-built for a single task, deployed where it matters: inside API gateways, on critical paths, and in event-driven pipelines. Semantic decisions at 15ms, not 1.5s.
Why fine-tuned LFMs win at these tasks
21 models available
Explore Demos
Semantic intelligence at middleware speed,
deployed in your own environment
01 / Data Protection
Guard sensitive data and enforce policy at the data boundary
Text Classification
Sub-50ms semantic classification for gaming, AdTech, and content safety
Sub-50ms classification enables real-time content moderation that cloud LLMs can’t serve
Redaction Gateway
Detect and redact PII with semantic understanding — regex vs cloud vs LFM comparison
Regex misses 40% of PII. Cloud LLMs take 500ms. LFM catches everything in under 50ms
LLM Sanitization Gateway
Vault-based PII redaction for LLM pipelines — your LLM never sees real data
Your LLM never sees real SSNs — vault-based redaction and restoration in under 50ms
Healthcare DLP
HIPAA Safe Harbor de-identification — all 18 PHI identifiers detected and redacted
HIPAA Safe Harbor compliance in 50ms — all 18 PHI identifier types covered automatically
Code Secret Scanner
Detect API keys, database credentials, and secrets in source code that regex misses
Regex catches the obvious API keys. LFM catches the Base64-encoded ones hiding in plain sight
Compliance & Access Control
Role-based dynamic data masking, streaming throughput, and GDPR/HIPAA/CCPA audit trails
Same data, different views — Support sees ***-**-6789, Executive sees the full SSN
Compliance Filtering
Pre-delivery message compliance — block violations before they’re sent
Pre-delivery compliance — block violations before they’re sent, not 48 hours later
02 / Decision Engine
Real-time decisions on live data in the critical path
Fraud Signal Extraction
Extract fraud indicators from transaction data
Semantic fraud detection within the 50ms payment-auth budget
SOC Alert Triage
Reduce alert fatigue with intelligent classification
95% of SOC alerts are noise — LFM filters them in real-time
Intent Classification
Sub-20ms semantic routing for contact centers and chatbots
15ms semantic routing replaces regex (70% accuracy) and Dialogflow ($210K/mo)
Customer Signal Detection
Real-time churn, upsell, and escalation signals from every customer touchpoint
25ms signal detection turns every support ticket into a retention, upsell, or routing decision
03 / AI Safety
Validate and govern AI agent actions before execution
04 / Search Intelligence
Every query understood, expanded, and rescued in under 50ms
Query Expansion
Transform vague queries into rich semantic search terms in under 50ms
'cozy blanket' → 10+ semantic terms in 45ms — search autocomplete that cloud LLMs can't serve
Zero-Result Rescue
Recover failed searches with intelligent rewrites before the user sees an empty page
10-15% of searches return zero results — each one is a lost conversion rescued in under 50ms
Semantic Re-Ranking
Re-order search results by semantic relevance — put the right product in position 1
Re-rank 50 results in 45ms — your search returns relevant products, just in the wrong order
Search Intent Classification
Classify query intent and disambiguate ambiguous searches in real-time
Does your search know what the user means? Classify intent + disambiguate in under 45ms
Query Decomposition
Break complex multi-intent queries into structured sub-queries for AI shopping agents
AI shopping agents can't handle 'cheap waterproof shoes for wide feet in blue' — decompose it in 45ms
05 / Product Intelligence
Structure the unstructured — extract, categorize, and enrich at catalog scale
Product Attribute Extraction
Extract structured attributes from unstructured product descriptions at catalog scale
2M SKUs with missing attributes = 2M invisible products. Enrich your entire catalog for under $50
Product Categorization
Assign taxonomy categories to products from titles and descriptions — handle ambiguity at scale
Every mis-categorized product is invisible to browsing customers. Re-categorize your full catalog overnight for $20
Menu Intelligence
Menu item extraction, dietary classification, and food search for restaurant POS
Your POS search doesn't understand 'no gluten' — classify every menu item by dietary restrictions in 45ms
06 / See It All Together
All layers compose into a single pipeline
Ready to experience Liquid AI?