Production-ready
Impact Estimator Agent
Predicts metric changes that would result from a proposed action by analyzing historical decision outcomes. When historical data is insufficient, falls back to conservative percentage estimates based on action type. Prov
Intelligence & Analytics department for Colaberry Enterprise agents
Built by Colaberry
About the Agent
What this agent does, the challenges it addresses, and where it delivers value.
Predicts metric changes that would result from a proposed action by analyzing historical decision outcomes. When historical data is insufficient, falls back to conservative percentage estimates based on action type. Provides the Risk Evaluator Agent with quantified impact projections.
Challenges This Agent Addresses
- 1**Operations**: Quantifies the expected improvement before auto-executing an agent config reset
- 2**Marketing**: Predicts conversion rate recovery timelines for campaign adjustments
- 3**Risk Management**: Feeds quantified impact data into the Risk Evaluator for gating decisions
How the Agent Works
Step-by-step operational flow showing how this agent processes tasks end-to-end.
Step 1
Searches for past decisions that used the same action and reached "completed" or "monitoring" status with recorded 24-hour impact data
Step 2
If 2 or more historical outcomes exist, averages their recorded percentage changes
Step 3
Computes confidence based on sample size (base 0.5 plus 0.05 per historical data point, capped at 0.9)
Step 4
If historical data is insufficient, applies conservative hardcoded estimates:
Step 5
update_agent_config: +12%
Step 6
update_campaign_config: +10%
Step 7
adjust_lead_scoring: +8%
Step 8
modify_agent_schedule: +7%
Step 9
launch_ab_test: +5%
Step 10
pause_campaign: -15% (short-term negative, prevents further damage)
Step 11
Conservative estimates receive a low confidence score of 0.3
Execution Modes
Inputs & Outputs
What data this agent consumes and the artifacts or actions it produces.
Input Data
- `ActionRecommendation` from the Action Planner Agent (action type, parameters, reversibility)
- `DetectedProblem` from the Problem Discovery Agent (problem type, current metrics)
Deliverables
- `ImpactEstimate` containing:
- Action identifier
- Target metric name
- Current metric value
- Predicted metric value
- Percentage change
- Confidence score (0 to 1)
- Basis: "historical" or "conservative_estimate"
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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