Customer SuccessGPT-4.1

Churn Predictor Using GPT-4.1

Optimized prompts and cost breakdowns for running churn predictor with GPT-4.1.

About GPT-4.1

Provider: openai
Context Window: 128K tokens
Input Cost: $2.0 / 1M tokens
Output Cost: $8.0 / 1M tokens

Best For

General purposeCodeImproved instruction following

Optimized Prompts for GPT-4.1

These prompts are tailored to work best with GPT-4.1's capabilities

analyze

Analyze this customer's churn risk:
{{customer_data}}

Usage trends: {{usage_trends}}
Support tickets: {{support_history}}

Provide:
1. Churn risk score (1-100)
2. Key risk factors
3. Recommended interventions
4. Urgency level

Cost Breakdown

Estimated costs for running this workflow with GPT-4.1

input tokens: ~1714 tokens
output tokens: ~363 tokens
cost per request: $0.0036
monthly 1000 requests: $43.90

Rate Limiting Considerations

Check provider rate limits for GPT-4.1 Consider batching requests during peak hours

Monitoring with Administrate

Track latency and token usage for GPT-4.1 in Administrate dashboard