KNMarkov

Custom AI Development

AI systems that run
in production.

We build production-grade AI systems for enterprises. Agentic workflows, intelligent automation, and custom solutions — engineered for your operations, not a demo.

Production AI architecture

The Gap

The gap between demo and production is enormous

Getting an AI demo to work takes a weekend. Getting it to work reliably, at scale, with real data, real edge cases, and real users? That takes engineering discipline most teams haven’t built yet.

We bridge that gap. We’ve shipped AI systems that process thousands of documents daily, make millions of decisions, and run 24/7 without human intervention. That’s what production means.

What We Build

From architecture to deployment

Agentic Systems

Agentic Systems

Capability 01

Multi-agent architectures that reason, plan, and execute complex tasks autonomously. Not chatbots — systems that do real work.

We design and deploy agentic AI that can handle multi-step processes across tools and data sources. These systems plan their actions, handle errors gracefully, and escalate to humans only when genuinely needed. The result is autonomous operation that frees your team to focus on high-value decisions.

Intelligent Automation

Intelligent Automation

Capability 02

AI that handles the messy, judgment-heavy tasks your team spends hours on. Document processing, decision routing, quality checks.

Unlike traditional RPA, our intelligent automation understands context. It reads unstructured documents, interprets ambiguous instructions, and makes nuanced decisions. From contract analysis to support ticket routing, these systems handle the tasks that were too complex to automate before.

Custom Models & Fine-Tuning

Custom Models & Fine-Tuning

Capability 03

When off-the-shelf doesn't cut it. Domain-specific models trained on your data, optimized for your use cases.

We fine-tune foundation models on your proprietary data to achieve accuracy levels that generic models cannot. This includes custom classification models, domain-specific language models, and specialized extraction systems that understand your industry terminology and business logic.

RAG & Knowledge Systems

RAG & Knowledge Systems

Capability 04

AI that knows your business. Retrieval-augmented generation over your documents, policies, and institutional knowledge.

Our RAG implementations go beyond basic vector search. We build multi-source retrieval systems that understand document hierarchies, cross-reference policies, and synthesize answers from multiple knowledge bases. Your team gets accurate, sourced answers from your entire institutional knowledge.

API & Pipeline Development

API & Pipeline Development

Capability 05

Production-grade APIs, data pipelines, and infrastructure that your engineering team can maintain and extend.

We build APIs and data pipelines that handle real-world scale. Rate limiting, caching, error handling, retry logic, and comprehensive logging are included by default. Your engineering team gets well-documented, well-tested code they can own from day one.

Observability & Monitoring

Observability & Monitoring

Capability 06

You can't manage what you can't measure. Built-in logging, performance tracking, and drift detection from day one.

Every system ships with comprehensive observability: request tracing, latency monitoring, accuracy tracking, cost dashboards, and automated drift detection. You see exactly how your AI is performing, what it is costing, and when it needs attention.

How We Work

Iterative delivery, not waterfall

01

Architecture & Design

System design, data modeling, and infrastructure planning. We design for your scale, security model, and team capabilities.

02

Iterative Development

Two-week sprints with working demos. You see progress constantly and can redirect based on real results.

03

Testing & Hardening

Edge case testing, load testing, security review. We break it before your users do.

04

Deployment & Handoff

Production deployment, monitoring setup, documentation, and training. Your team owns the system from day one.

Engineering excellence

FAQ

Common questions

Let's build it.

Tell us about your use case and we'll scope a development plan.