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🧪 AI Agent A/B Testing Harness with AI

A/B test two agent configurations (different prompts, different models, different tool sets) on the same input traffic — pick the winner with stats.

  • Event-triggered
  • 100+ integrations
  • Branching logic
  • Schedule + monitor
UNIT · TASKADE.FLOW3 STEPS

How this flow runs

When

Task Manual Trigger

Taskade

Then 1

Ask AI

Taskade AI

Then 2

Add Task

Taskade

Build this flow with AI

Opens the builder with these steps already described. Free to start, no card.

Prompt engineering by feel is how teams ship bad agents. This harness lets you A/B test two configurations (different prompts, different models, different tool sets) on the same live traffic — see which converts / scores better.

What's Included

  • Traffic Splitter: 50/50 or weighted split between configurations
  • Outcome Tracking: User reaction (good / bad), downstream conversion, follow-up question rate
  • Stat Significance: Surfaces winners with confidence intervals (not 'we ran it for an hour and Variant B was better')
  • Cost Compare: Cost per outcome, not just cost per run
  • One-Click Promote: Winning config becomes the default with one tap

How To Use

  1. Clone this app
  2. Define two agent configurations in the Variants project
  3. Connect to your live agent traffic via automation
  4. The harness routes traffic, tracks outcomes, surfaces the winner

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