Safe AgentOps is the operating layer for scaling AI agents — evals, guardrails, audits, testing, and monitoring.
We make your pilot agents production-ready — then help you add more agents safely to the same systems.
AI Agent Foundation to Production at Avesta Labs
AI KICKOFF
Start Here
PILOT AGENT
Validate
PRODUCTION
Integrate
DEEP AGENTS
Higher Autonomy
AI KICKOFF
Value Discovery
Start Here
PILOT AGENT
Prototype & Test
Validate
PRODUCTION
Rollout & Observe
Integrate
DEEP AGENTS
Controlled Workflows
Higher Autonomy
SAFE AgentOps
Underlying layer
Evals is your safety net to scale
Be swift to add new behaviours and adopt new models across your AI Agents at work.
No manual testing & delays to adopt stronger models
With evals we quickly see where a model performs best, tune prompts, and upgrade within days.
// Outcome: Faster upgrades
Free baselines & regression tests
Track latency, token usage, cost per task, and error rates with our eval suite.
// Outcome: Safer releases


How we make it safe and reliable, agent after agent.
Context Control
Agents get tools, permissions, and rules—so they only do what they’re allowed to do.
Cost Predictability
Track token usage and cost per workflow—set budgets, spot spikes, and optimise early.
Consistent Clarity
See how agents respond and which sources they used—so outputs stay consistent and grounded.
Compliance-ready
Audit trails, approvals, and escalation are built into workflows—especially for sensitive data.
Stabilise the pilot
Turn a "works in a demo" agent into a controlled system: policies, permissions, evaluation, monitoring.

Legal Assist: Pilot Agent
Avesta Labs partnered with India Avenues in Australia to create their first AI-pilot to analyse assets under management with guardrails and business context.
Start small, scale with confidence.
Let's talk AI for your business