Maintenance & Systems Optimization Architecture.
Ongoing health monitoring, incident mitigation, latency reduction, and database index tuning for existing production architectures.
Specialized Domains
Explore architectural blueprints and technical deliverables for each domain.
Legacy AI & Agent Pipeline Refactoring
Refactor legacy LangChain prompts and brittle API spaghetti into robust, stateful LangGraph topologies with deterministic error boundaries.
- Full code audit of prompt chains, token consumption & latency bottlenecks
- Refactoring to stateful graphs with structured JSON output enforcement
- Automated fallback routes to alternative LLM providers during outages
Performance & Latency Audits
In-depth profiling of server response times, database query execution, memory leaks, and network hops to eliminate sluggish user experiences.
- Flamegraph profiling of backend bottlenecks and query latencies
- API response time reduction through targeted caching & async jobs
- Frontend bundle optimization and Core Web Vitals remediation
Database & Vector Index Tuning
Index tuning (HNSW, IVFFlat, B-Tree), query plan optimization, memory allocations, and connection pool management for PostgreSQL and vector stores.
- HNSW & IVFFlat vector index calibration for maximum recall vs latency
- Slow query analysis (EXPLAIN ANALYZE) & compound index creation
- Connection pool tuning (PgBouncer) & vacuuming schedule automation
Continuous Engineering Retainer & SLA
Continuous infrastructure health monitoring, immediate incident resolution, regular security patching, and ongoing feature development.
- Dedicated SLA response time for critical production incidents
- Continuous dependency security patching & vulnerability scanning
- Automated server uptime telemetry & proactive health alerts
5 Standardized Engagement Packages
Choose the package structure that aligns with your engineering timeline and scope.
Starter
Targeted scope or single focused feature / pipeline.
- 1 core automated workflow or standalone integration
- Robust API webhook connectors with error handling
- Full test suite & environment verification
- Deployment documentation & walkthrough video
Growth
Complete production build for scaling systems.
- End-to-end multi-step automated architecture
- Vector RAG or relational database synchronization
- Full-stack Web or Desktop application MVP
- Telemetry dashboards, logging & alerting hooks
Pro
Advanced enterprise platform with complex multi-agent orchestration.
- Multi-agent autonomous systems with memory & tool-use
- High-throughput async APIs with sub-500ms response targets
- Custom LLM fine-tuning or specialized vector retrieval
- Enterprise SLA, role-based access & security audit hardening
Hourly / Dedicated Hire
Flexible technical muscle for ad-hoc tasks, ongoing sprints, or maintenance.
- Direct engineer allocation on an hourly or dedicated basis
- Daily standups, asynchronous PR reviews & Git commits
- Bug fixing, performance audits & legacy refactoring
- Zero long-term lock-in — scale up or down on demand
Custom Offer
Fully tailored offer based on specific project requirements and compliance.
- Custom architectural blueprint for mission-critical operations
- Air-gapped on-premise or sovereign cloud deployment
- Dedicated high-concurrency worker cluster allocation
- Custom compliance review (HIPAA, GDPR, SOC2) & enterprise SLA
Free Services Included with All Service Packages
Every client project, regardless of tier, automatically receives these comprehensive complimentary engineering services:
Full technical discovery, architecture review, and feasibility analysis at zero cost before any contract or billing.
Dedicated telemetry monitoring, error tracking, and bug-fix warranty support for 14 days following production deployment.
Explore your requirements with our lead architects before starting.
Schedule Free Exploration