Triage Constraints

Define what must be true, what stops now, and which decisions de-risk the next 30-60 days. We identify root constraints — not symptoms — before touching a single line of code.

Architecture Audit

Map your current system architecture and data flow
Identify tight coupling, circular dependencies, and technical debt
Document all integrations, APIs, and third-party dependencies
Assess code quality, test coverage, and documentation gaps

Performance Analysis

Measure response times, throughput, and error rates
Identify bottlenecks in processing pipelines and workflows
Analyze database query performance and caching effectiveness
Monitor resource usage patterns and scaling limitations

Cost Assessment

Break down operational costs by feature and usage pattern
Identify expensive, redundant, or unnecessary API calls
Analyze infrastructure costs and optimization opportunities
Calculate cost per user and revenue impact

Diagnostic Deliverable

A comprehensive detailed technical report with prioritized recommendations, cost-benefit analysis, and a roadmap for fixes. You'll know exactly what's wrong and how much it's costing you.

2

Stabilize Runtime

Harden reliability, add observability, and set release guardrails so shipping is safe again. We address rollback loops, error handling, and predictable AI behavior patterns.

Critical Bug Fixes

Fix race conditions and concurrency issues
Resolve memory leaks and resource management problems
Patch security vulnerabilities and data exposure risks
Address edge cases causing application crashes

Error Handling & Resilience

Implement comprehensive error handling and logging
Add circuit breakers for external API dependencies
Create fallback mechanisms for AI model failures
Establish retry policies with exponential backoff

System Reliability

Standardize API responses and validation rules
Implement consistent data parsing and format enforcement
Add quality checks and filtering across all features
Create deterministic fallbacks for edge cases

Stabilization Outcome

Your app stops randomly breaking. Error rates drop by 80%+, and your team can sleep through the night without emergency alerts. Users start trusting your app again.

3

Control Cost + Behavior

Reduce AI variance and spend drift with model routing, caching, and disciplined usage controls. We install cost guardrails and behavioral discipline without freezing product velocity.

Architecture Refactoring

Implement clean architecture with proper separation of concerns
Break monoliths into focused, testable modules
Introduce dependency injection and inversion of control
Establish clear interfaces between external services and business logic

Performance Optimization

Implement multi-layer caching strategies (Redis, CDN, application-level)
Optimize database queries and add strategic indexes
Implement request batching and parallel processing
Add compression and response streaming where applicable

Cost Optimization

Optimize API usage patterns and reduce unnecessary calls
Implement intelligent caching for similar requests
Use cost-effective services for simple tasks, premium for complex ones
Add request deduplication and result reuse

Optimization Results

Operational costs typically drop 50-70%. Response times improve by 3-5x. Your app handles 10x more users with the same infrastructure. Development velocity increases as the codebase becomes maintainable.

4

Install Operating Cadence

Lock in recurring decisions, ownership, and release rhythm that keeps velocity and control aligned. This is the cadence that persists after the intervention ends.

Scalable Infrastructure

Design auto-scaling architecture for traffic spikes
Implement load balancing and geographic distribution
Set up CI/CD pipelines for reliable deployments
Create staging environments that mirror production

Monitoring & Observability

Implement comprehensive logging and metrics collection
Set up alerting for performance and cost thresholds
Create dashboards for business and technical KPIs
Add distributed tracing for complex request flows

Team Enablement

Document architecture decisions and coding standards
Create development workflows and testing procedures
Train your team on the new architecture and tools
Establish code review processes and quality gates

Scaling Success

Your team ships features 3x faster with confidence. The app handles growth gracefully. You have full visibility into performance and costs. New team members become productive quickly.

The Intervention Operating System