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 Beyond the 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.
When AI work needs to fit a broader product roadmap, explore the delivery model for Dedicated Squads.
Built for enterprise teams
Control before commitment. Support after kickoff.
You validate the people, working model, and commercial terms before the engagement begins. We stay responsible for the operating support around the squad.
01
Interview every engineer
Meet the proposed engineers directly and validate technical depth, communication, and team fit before kickoff.
02
Managed replacement
If a profile is not the right fit, SOTR coordinates a replacement and an agreed transition plan.
03
Clear contracts and IP
NDA, SOW, IP assignment, invoicing, and procurement documentation are defined before work begins.
04
Client-controlled access
Engineers can work inside client VPN, VDI, managed-device, and access-control requirements.
05
Senior profiles only
Every proposed engineer is matched for relevant production experience, communication, and technical seniority.
06
Delivery and account support
Add technical leadership, delivery management, and account support so ownership and escalation paths stay clear.
What does your roadmap need to ship next?
Share the backlog, specialist role, or delivery gap in front of you. We will recommend the smallest useful squad, introduce the engineers, and define a clear path to kickoff.
What Engineering Leaders Say
Independent reviews from enterprise teams we've supported with senior engineers, squads, and DevOps/SRE.