Production AI features
AI engineers who integrate with your existing backend, data, and product workflows — not isolated prototypes.
Built for real systems
AI Engineers Who Can Build Beyond the Prototype
Production AI features, RAG systems, agents, and workflow integrations — built inside your existing product and engineering teams.
Production AI Engineers
Production AI EngineersWho Ship Beyondthe Prototype
Embedded AI engineers for real product teams — building RAG systems, agents, workflow automation, and production AI features connected to existing platforms and backend systems.
What we build
- RAG systems
- AI agents
- LangChain / LangGraph workflows
- Chat interfaces
- Document processing
- Data pipelines
- MCP development
How we work
- Embedded inside product and engineering teams
- Move ideas from prototype to production
- Backend integrations and deployment
- Monitoring, observability, and prompt management
- Cost optimization, security, and HITL
Core stack
PythonTypeScriptOpenAIAnthropicAWS BedrockGeminiOllamaPineconePGVectorOpenSearchn8nTemporal
How AI Engineers Work
Inside your engineering team
Engineers matched to work inside real product teams with timezone overlap and senior production experience.
Embedded. Aligned. Reliable.
Production AI features
AI engineers who integrate with your existing backend, data, and product workflows — not isolated prototypes.
Built for real systems
Inside your engineering team
Engineers matched to work inside real product teams with timezone overlap and senior production experience.
Embedded. Aligned. Reliable.
Built for Enterprises
Enterprise-Ready Engagement Model
A complete, end-to-end model designed for secure, scalable, and successful engineering engagements.
01
Structured onboarding
Ramp-up support across access, tooling, rituals, and delivery expectations.
02
Managed replacement coverage
If a profile is not the right fit, SOTR manages the replacement process and ramp-up.
03
Procurement-ready
NDA, SOW, IP assignment, contracts, invoicing, and procurement documentation can be handled as part of the process.
04
Hardware and access logistics
SOTR can support onboarding logistics, hardware coordination, access setup, and operational ramp-up.
05
Senior Engineers Only
We only place senior profiles with relevant production and industry experience.
06
TLM + Account Manager Support
Squads can include technical leadership and account management so the engagement stays aligned.
What Engineering Leaders Say
Independent reviews from enterprise teams we've supported with senior engineers, squads, and DevOps/SRE.