Production-ready
Growth Experiment Agent
Proposes A/B test experiments from uncertain intelligence decisions and recurring issues without clear solutions. Translates low-confidence recommendations into structured experiment proposals with hypotheses, control/va
Growth department for Colaberry Enterprise agents
Built by Colaberry
About the Agent
What this agent does, the challenges it addresses, and where it delivers value.
Proposes A/B test experiments from uncertain intelligence decisions and recurring issues without clear solutions. Translates low-confidence recommendations into structured experiment proposals with hypotheses, control/variant definitions, success metrics, and traffic allocation.
Challenges This Agent Addresses
- 1**Marketing**: When the system is unsure whether a campaign config change will help, it proposes a controlled A/B test instead of making an untested change
- 2**Product**: Identifies recurring user experience issues and proposes experiments to test alternative approaches
- 3**Data Science**: Converts uncertain analytical findings into structured experiments with measurable outcomes
How the Agent Works
Step-by-step operational flow showing how this agent processes tasks end-to-end.
Step 1
Queries the decision table for proposed decisions with moderate confidence (40 to 70)
Step 2
For each uncertain decision, generates an experiment proposal with a hypothesis based on the recommended action and target metric
Step 3
Searches vector memory for recurring issues that lack clear solutions (similarity threshold above 0.5)
Step 4
Creates additional experiment proposals for persistent issues using alternative approaches
Step 5
Returns the full list of proposals, limited to 5 from decisions plus memory-based proposals
Execution Modes
Inputs & Outputs
What data this agent consumes and the artifacts or actions it produces.
Input Data
- Proposed `IntelligenceDecision` records with confidence scores between 40 and 70
- Vector memory entries flagged as recurring issues without clear solutions
Deliverables
- List of `ExperimentProposal` objects, each containing:
- Hypothesis statement
- Control description (current state)
- Variant description (proposed change)
- Target metric
- Duration in hours
- Traffic split ratio
- Source decision ID (when applicable)
Core Tasks
- Strategic Intelligence
Systems Connected
Internal systems, APIs, and tools this agent integrates with.
Tools & APIs
Agent Specs
Technical specifications, requirements, and deployment details.
Related Agents
Other agents in the same department or industry.
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