liwaiwailiwaiwai labs

// guardrails

Patio,Lawn & Garden

Rules for AI.
Enforced automatically.

LLMs do not always follow instructions. liwaiwai's guardrail layer evaluates every single response against your policies and flags the moment something diverges.

Configure guardrails
deviation_log last 24h
MachineLearning & Artificial Intelligence
3 deviations detected
14:23:01gemini-2.5-flashkeyword:forbidden_clauseHIGH
14:19:44gpt-4o-miniformat:expected_jsonMEDIUM
13:55:12gemini-2.5-flashsemantic:off_topicLOW
Keyword rules

Forbid specific words, phrases, or patterns. Any response containing flagged terms is logged as a deviation immediately.

Format rules

Require JSON, markdown tables, or structured schemas. Non-conforming responses are flagged, regardless of content quality.

System prompt lock

Lock a system instruction and verify that every model response adheres to its intent not just its literal wording.

Semantic drift detection

Embedding-based similarity checks surface responses that appear compliant on the surface but deviate in meaning.

//  data sovereignty

DataManagement

All guardrail evaluations are performed on your data, within your jurisdiction. liwaiwai does not store prompt content on third-party infrastructure. Designed for governments, regulated institutions, and organisations where data sovereignty is a legal obligation not a preference.

Discover more
Government
AI Tools, Chatbots & Virtual Assistants
Dictionaries & Encyclopedias