AI Growth Retainer
Your AI product isn't done at launch — it's just getting started.
Keep the same team that built it working on what comes next.
Why AI Products Need Continuous Optimization
AI isn't like traditional software. Models drift. Prompts degrade. Usage patterns change. Costs creep up. New capabilities emerge from OpenAI and Anthropic every few weeks.
- Response quality drops as your data distribution shifts
- Costs climb as usage scales without optimization
- Competitors adopt newer models while yours stays static
- Edge cases accumulate and erode user trust
- Security and compliance requirements evolve
The team that built your product understands the architecture, the data, and the decisions behind every prompt. Handing off to a new team means 4–8 weeks of ramp-up — and mistakes during that ramp cost real users.
What You Get Each Month
Performance Monitoring & Reporting
Monthly report on model accuracy, response quality, latency, and cost per interaction. We track trends so problems are caught before users notice.
Prompt Optimization
Regular refinement of prompts based on real usage data. As your users change how they interact with the product, the prompts need to evolve too.
Cost Optimization
Analysis and reduction of API costs, infrastructure spend, and model selection efficiency. Most clients see 20–40% cost reduction in the first 3 months.
Feature Development
Dedicated development hours for new features, integrations, and capability expansion. Prioritized based on user data and your roadmap.
Priority Support
Slack channel with same-day response for production issues. Escalation path for critical bugs. No ticket queues.
Quarterly Strategy Session
60-minute call to review performance, plan the next quarter, and align on priorities. Direct with Oleg Kalyta.
How It Works
- 1We review your current product state and define retainer scope
- 2You choose a monthly commitment (see pricing below)
- 3Same team that built your product picks up ongoing work
- 4Monthly reports + quarterly strategy sessions keep you informed
- 5Adjust scope up or down with 30 days notice — no annual lock-in
Retainer Plans
Growth
$5,000/month~40 hours/monthProducts with steady traffic that need monitoring, prompt tuning, and incremental improvements.
Scale
$8,000–$10,000/month~80 hours/monthProducts scaling rapidly that need active feature development alongside optimization. Includes dedicated developer allocation.
Custom
Contact usFull-time teamFor products requiring full-time team allocation, SLA commitments, or specialized compliance requirements.
All plans: month-to-month, 30-day cancellation notice. No annual contracts.
Who This Is For
- Clients who launched with ProductCrafters and want continuity
- Companies that acquired an AI product and need a support team
- Startups that raised funding and need to scale their AI features
- Any team running AI in production that doesn't have in-house AI engineering capacity
Ready to Keep Your AI Product Growing?
Haven't built your product yet? Start with a free trial sprint: Start Free Trial Sprint →
Discuss Your AI Growth Retainer
Your 90-Day Roadmap
Free Trial
Test our team, no commitmentProof of Concept
Working prototype deliveredProduction Ready
Full AI solution deployed
Oleg Kalyta
Founder & AI Lead