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Show HN: Red-team your AI agent

BotGauge launched a platform for red-teaming AI agents that uses adaptive adversarial scenarios to uncover unexpected agent behavior before deployment, then converts findings into repeatable evaluations and safeguards. The product offers red teaming, tracing, and evaluation features across agent types including RAG assistants, customer support agents, voice agents, multi-agent systems, and transactional agents, and is framework-agnostic across existing models, frameworks, and tools. BotGauge holds a 4.6 rating on G2 and states it is SOC 2 Type II audited with SSO/SAML and fine-grained access control.

read3 min views1 publishedSep 23, 2026
Show HN: Red-team your AI agent
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BotGauge uses adaptive red-teaming and real-world scenarios to discover how your agent behaves, then turns what you learn into stronger evaluations, policies, and safeguards as it evolves.

4.6 Rating on G2

Get Started Featured in

Adversarial input

Policy violation detected. Agent tried to change the destination and skip approval.

Added to evaluation suite. This attack now runs on every future test.

Your agent can take a path you never anticipated. #

A change in the model, prompt, tool, or context can send the agent down a completely different path. Botgauge explores those paths to uncover unexpected behavior before it reaches your users.

  • Find the unknownExplore adaptive real world and adversarial scenarios.
  • Trace the behaviorInspect prompts, responses, tool calls, context, and execution paths behind every result.
  • Turn findings into coverageConvert important discoveries into evaluations and safeguards that run with every release.

From agent behavior to continuous monitoring. #

Red Teaming #

// Find what your agent does under pressure Run adaptive tests that explore inputs, context, tools, policies, and multi turn interactions. Start with a baseline. Go deeper when the behavior gets interesting. Define custom strategies for the scenarios you care about.

  • Adaptive testing
  • Adversarial scenarios
  • Custom strategies

Tracing #

// See how the agent got there Follow every step behind a result. Inspect prompts, responses, tool calls, context, and execution paths to understand the behavior behind a finding.

  • Agent Traces
  • Tool Calls
  • Execution paths

Evaluations #

// Turn discoveries into repeatable checks Take the behaviors you find during red teaming and make them part of your evaluation set. Score goal completion, accuracy, policy adherence, and the criteria specific to your agent.

  • LLM evaluators
  • Code based checks
  • Custom criteria

Policies and Guardrails #

// Turn what matters into boundaries your agent can follow Carry the standards that matter into evaluation, monitoring, and safeguards.

  • LLM evaluators
  • Code based checks
  • Custom criteria

One platform for every kind of agent you ship #

One gauge for every kind of agent you ship

One unified platform to evaluate, trace, and monitor any agent — regardless of type, stack, or complexity.

RAG assistants

Grounded answers across your knowledge and workflows

Customer support agents

Multi-turn conversations with real customer context

Voice agents

Real-time conversations with policy-aware actions

Multi-agent systems

Coordinated workflows across agents and tools

Transactional agents

Refunds, approvals, transfers, and real system actions

Built for teams running agents. #

See how teams use Botgauge to find and improve agent behavior.

“Before, we found agent failures after they shipped and scrambled to patch them. Now BotGauge finds them in a red-team campaign before release, and every one it finds becomes a check that runs on every release after.”

Bring the tools, models, and frameworks you already use. #

Connect your agent and start testing without changing how your application works.

Framework Agnostic

Test agents across the frameworks, models, tools, and architectures you already use.

MODELS

Your models. No changes.

FRAMEWORKS

Your frameworks. No rewrites.

AGENT SYSTEMS

Your agents. Same architecture.

TOOLS

Your tools. Same workflows.

Works Across Your Existing Stack

Connect with the interfaces your team already works with.

Secure by default. #

Built for teams shipping agents to production.

SOC 2 Type II

Security practices independently audited and continuously validated.

SSO / SAML

Bring your identity provider and give teams a seamless sign-in experience.

Fine-Grained Access Control

Define exactly who can access each project and resource.

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