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AI Models & Serving Infrastructure

AI Infrastructure

Production infrastructure connecting models to operational reality.

Deploying high-throughput model inference, dynamic provider routing, embedding pipelines, vector retrieval engines, and evaluation guardrails across hybrid GPU and cloud environments.

Multi-Model Architecture

Deploying and orchestrating across frontier LLMs, proprietary model APIs, and specialized runtimes to match the highest-precision model to each specific workload.

Production RAG Pipelines

High-accuracy retrieval engines with semantic chunking, re-ranking, and deterministic citation assembly.

Operational Cost Control

Optimize token consumption, implement aggressive caching, and balance frontier reasoning with lightweight local models.

Security & Guardrails

Enforce input/output validation, PII redaction, and strict API access controls across all model interactions.

What we offer

01High-Throughput Model Serving — vLLM, TensorRT-LLM, and accelerated inference platforms
02Dynamic Model Routing & Fallbacks — Latency, cost, and availability-aware routing across frontier providers
03Vector Search & Retrieval Engines — Hybrid search, embeddings, and context assembly pipelines
04Evaluation Harnesses & Guardrails — Automated scoring, safety boundaries, and regression suites
05Private Model Deployment — Secure on-premise and private cloud inference configurations
06Telemetry & GPU Observability — Token consumption, latency percentiles, and error tracking

Pricing

Inference & Model Infrastructure

From $15,000

Start dates and delivery windows are confirmed after scope review.

  • Serving stack architecture & deployment
  • Model routing & fallback pipeline
  • Evaluation harness & observability setup
  • Latency & cost optimization audit

Explore Other Services

01

Systems Engineering

Distributed systems, backend architecture, performance, reliability, low-latency runtimes, and production debugging.

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Agentic Systems

AI agents, tool-using workflows, OpenClaw, Hermes, LangChain, custom orchestration, and human-in-the-loop systems.

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Automation Architecture

Business workflows, internal systems, API automation, operations automation, and cross-system integration.

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Product Engineering

Architecture, MVP → production, technical product delivery, API/backend/frontend integration, and deployment.

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Technical Strategy

Architecture reviews, technical due diligence, system design, root-cause analysis, and engineering direction.

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AI Services & Infrastructure

Model serving, AI infrastructure, and agent orchestration.

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Development & Engineering

Full-stack software engineering from architecture to production.

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DevOps & Cloud Infrastructure

Automate deployments, improve reliability, and prepare for scaling.

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Product Engineering for Startups

From architecture and MVP to scalable production platforms.

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Design Engineering & UI/UX

Luxury-caliber design systems and meaningful user experiences.

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Systems Reliability & Maintenance

Keeping your production systems reliable and performant 24/7.

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Agentic Systems & Ribbsaeter Agents

Private AI agent infrastructure and multi-step tool orchestration.

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Discuss this with a senior engineer

A 30-minute discovery call to clarify scope, availability and the right engagement model for your project.

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