OPTARA LABS

Autonomous agents, inside the rules.

Companies are handing real work to AI agents while the rules around them keep moving. Optara Labs sandboxes agent deployments before they ship and re-reviews their guardrails when regulation changes, with clear accountability for every finding.

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What we do

Agent sandboxing

Before an agent reaches production, we build a controlled environment around it and run it against the failure cases that matter: prompt injection, tool misuse, data leakage, scope creep. You get written evidence of what it did, and guardrails for what it must never be able to do.

The sandboxing service

Dynamic regulation compliance

A map from the regulation that applies to you — the EU AI Act, GDPR, sector rules — to the concrete guardrails your agents run under. When the rules change, we re-run the review and update the guardrails to match.

The compliance service

How an engagement runs

  1. Consultation

    A direct conversation about your agents, your obligations and whether this work fits. If it does not, we say so and part on good terms.

  2. Review and baseline

    We examine how your agents are deployed today — permissions, tools, data flows — and which regulations apply to them. The findings are written down before anything changes.

  3. Sandbox and guardrails

    A controlled test pass against the documented failure cases, then a written guardrail set mapped to the rules that require each one.

  4. Re-review on change

    When regulation moves or your agents change, we re-run the review and update the guardrails. Evidence decides what changes.

Read the full methodology

Who we work with

This is high-touch, tailored work. It suits teams whose agents touch things that matter: customer data, money, regulated decisions.

  • Funded B2B SaaS companies putting agents in front of customer data and production systems.
  • Fintech companies, where an agent's mistake is not a bug report but a regulatory event.
  • Teams shipping agentic features into markets where AI-specific regulation is already in force or arriving.

What this is, plainly

  • No account managers and no handoffs. The people who answer your email are the people who do the work.
  • Every engagement begins with a consultation, then a review, before any longer commitment is discussed.
  • We publish no case studies because we have none yet. We would rather show you our method than invent our results.
  • This is engineering and process work in support of compliance. It is not legal advice, and we will not pretend otherwise.
  • Automated monitoring and adaptation tooling is in development. Until it has shipped and been proven, this site will not claim it works — every engagement today is delivered hands-on, not by software.
  • Every finding we report arrives with the method that produced it.

Start the conversation

One email starts it. You get a reply usually within one working day, with an honest read on whether this work fits your company. If it does not, we tell you that instead.

Request a compliance review