Beyond the Wrapper: Pure AI Architecture

Build
Production-Grade AI
without the
Architectural Debt

We bridge the gap between abstract LLM potential and scalable product value. Engineering-first consulting for founders building the next generation of intelligent software.

Abstract 3D visualization of neural networks and cloud data structures in a clean minimalist architectural style
Status: Scaling Production

Founders talking to Founders. Turning high-level AI vision into low-latency infrastructure.

Boutique Depth. Engineering Force Multiplier.

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Force Multiplier

We don't replace your team; we accelerate them. We provide the specialized AI expertise needed to ship production features in weeks, not quarters.

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Founder-to-Founder

Direct access to elite technical talent. No layers of account management—just high-bandwidth technical collaboration with senior architects.

Our Expertise

Outcome-Driven AI Services

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Solving a specific bottleneck?

Book a Technical Audit →
01/

Seamless UX Integration

Move beyond chat widgets. We build retention-driving intelligence directly into your user's native workflow.

  • Retention-Driving Intelligence
  • Semantic Discovery Systems
  • Intent-Aware Personalization
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02/

Autonomous Agent Workflows

Custom agents that actually ship. We build multi-step reasoning systems that reliably automate core business logic.

  • Multi-Step Reasoning Engines
  • Production-Ready Agent Loops
  • Secure API & Tool Orchestration
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03/

Cloud & GPU Infrastructure

Scalable architecture for the AI era. We optimize for cost-efficient inference and high-performance GPU orchestration.

  • GPU Instance Orchestration
  • Cost-Efficient Inference Layers
  • Vector Infrastructure Scaling
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Google Developer Expert

Elite Technical Leadership

Led by 10+ years of experience building venture-backed infrastructure. We help US startups navigate the complex transition from simple LLM wrappers to sophisticated, value-driven AI products.

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Global Elite Technical Validation

Google Developer Expert status: A recognized benchmark in cloud technologies and distributed systems.

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Venture-Backed Pedigree

Deep expertise in scaling infrastructure for startups from Seed to Series C.

The Methodology

The Precision Path

01

Strategic Triage

Fast-tracking high-ROI opportunities and aligning AI potential with core business goals.

02

Deep-Tech Audit

Evaluating tech stack compatibility, data readiness, and identifying architectural bottlenecks.

03

Execution Roadmap

A definitive engineering plan for implementation, cost optimization, and scaling.

04

Elite Implementation

Direct architectural advisory and hands-on engineering to ship production-grade AI.

Ready to bridge the gap to production AI?

Join elite US scaleups leveraging Galkin's precision consulting. Secure your competitive edge with elite-validated architecture.

No sales pitches. Just high-bandwidth technical clarity.