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AI Guardrails & Governance

Turn AI policy into safeguards teams can manage and prove.

Detect sensitive data, apply policy checks, manage access, and keep a complete record of AI usage and guardrail events. Give governance teams the evidence they need for review.

TRUSTED BY ENTERPRISE DATA TEAMS WORLDWIDE

Govern every AI interaction where it happens: on the trace.

Six controls connect policy enforcement, monitoring, and evidence.

Sensitive-data and PII detection
Detect sensitive data such as PII in inputs and outputs. Surface exposure risk in the same trace where it occurred.
Topic restrictions and policy checks
Apply topic restrictions or policy checks where needed. Capture guardrail failures as part of the trace and evaluation workflow.
Role-based access and tenant isolation
Scope observability data by environment, sensitivity, project, tenant, and role so teams see only the AI interactions they are authorized to access.
Complete AI usage audit trail
Record who ran what, against which system, when it happened, and what changed. Preserve the context governance teams need without manual reconstruction.
Retention, registry, and risk classification
Set retention windows for traces, evaluations, and guardrail events. Link each AI system to its owner, approved deployment, metadata, and risk tier.
Compliance reporting and alerts
Build saved governance reports and trigger alerts on policy, safety, or quality breaches with the underlying trace and evidence ready for review.

From policy definition to audit-ready evidence in four steps.

Define
Configure sensitive-data detection, topic restrictions, retention, access roles, and risk classifications for each system or project.
Apply checks
Evaluate inputs and outputs for sensitive data and policy violations. Record results and guardrail failures on the trace and in the evaluation workflow.
Monitor
Stream guardrail and access events alongside quality, cost, latency, and reliability signals. Route alerts to the teams that own the response.
Review and audit
Use saved reports, audit logs, and retained evidence to trace every event to a user, system, policy, and moment in time.
Decorative green flash graphic
Decorative green flash graphic

Built on open standards

No vendor lock-in. No proprietary formats. Governance evidence that moves with your infrastructure.

LangChain
LangGraph
LlamaIndex
OpenAI
Anthropic
CrewAI
AutoGen
Google ADK

Why Acceldata

Purpose-built for enterprise production — not retrofitted for compliance as an afterthought.

Governance Evidence on Every Trace
Guardrail decisions, policy events, and access actions are captured alongside the prompt, retrieval, and tool calls they relate to. Auditors see full execution context, not a fragmented log.
Built for Production Sensitivity
PII redaction runs before traces are stored. RBAC scopes sensitive content the moment it enters the system. Governance posture doesn't depend on engineers remembering to configure it correctly every time.
Evidence-Grade Trails by Default
Audit logs, retention, and ownership linkage are core capabilities — not premium add-ons. Reviews and investigations get the evidence they need from the system that already captured it.

Why Acceldata AI Observability

Observe the agent on the same platform that already watches your data quality, pipelines, and lineage.

Agent & LLM Tracing
Capture every conversation as threads, traces, and spans across prompts, models, retrieval, handoffs, and tools. Debug the exact step that failed.
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Prompt & Evaluation Management
Version prompts, compare models, run offline regressions, and apply the same evaluators to production traffic.
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Production Monitoring & Dataset Flywheel
Track quality, safety, cost, and latency in production. Promote weak traces into reusable evaluation datasets.
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Dominate with Data

40%
reduction in pipeline
downtime
30%
faster time-to-model
deployment
25%
lower cluster costs
99.9%
SLA adherence on
migrated workloads

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