7K Vertex

Initializing 7K Neural Scene...

7K Vertex / Software Engineering

Building What's Next.

We design and build scalable digital products, SaaS platforms and business software that turn ambitious ideas into reality.

Next.js·Node.js·PostgreSQL·Cloud
NEXT.js
React
TSTypeScript
Node.js
Express
PostgreSQL
awsaws
Docker
NEXT.js
React
TSTypeScript
Node.js
Express
PostgreSQL
awsaws
Docker
NEXT.js
React
TSTypeScript
Node.js
Express
PostgreSQL
awsaws
Docker
Who We Are

Sovereign AI Systems Engineered for Security & Scale

At 7K Vertex, we bridge the gap between cutting-edge research and production-grade enterprise software. We design, train, and run autonomous agents and custom-aligned large language models that are entirely private, ensuring your intellectual property stays yours.

Whether you need to fine-tune an open-source model on proprietary medical registries, orchestrate multi-agent operations support desks, or deploy low-latency edge computer vision, we write compile-safe, robust code tailored to your parameters.

15+

AI Agents Deployed

Production-ready agents running complex workflows.

99.9%

Systems Uptime

Robust, self-healing MLOps infrastructure.

15x

Inference Efficiency

Optimized models reducing latency and API costs.

24/7

Agent Operations

Autonomous systems executing workflows continuously.

Capabilities

Core AI Engineering Disciplines

We specialize in designing and delivering production-ready, performant, and secure AI capabilities.

Custom AI Agents

We build autonomous multi-agent systems that interact, use tools, and execute workflows to solve high-friction business operations.

  • Multi-agent orchestration
  • Custom tool integrations
  • Self-correcting code paths
  • Human-in-the-loop triggers

LLM Fine-Tuning & Alignment

Adapt open-source models (Llama, Mistral, Qwen) to your domain-specific data, guaranteeing brand voice and precise operational logic.

  • LoRA & QLoRA adaptation
  • RLHF & DPO alignment
  • Domain-specific vocabulary injection
  • Inference speed optimization

MLOps & Scaling

Establish secure, auto-scaling deployment pipelines. We optimize inference servers to minimize GPU costs and response latencies.

  • vLLM & Triton serving
  • Quantization (AWQ, GPTQ, GGUF)
  • GPU cluster orchestration
  • Real-time telemetry & monitoring

Visual Intelligence

Deploy advanced object detection, segmentation, and video analysis pipelines for industrial automation and diagnostics.

  • YOLO & SAM custom pipelines
  • Edge AI deployment
  • Real-time video processing
  • Synthetic data generation

Cognitive Search & RAG

Build enterprise Retrieval-Augmented Generation (RAG) engines with advanced hybrid search, reranking, and citation guarantees.

  • Hybrid keyword/vector retrieval
  • Cross-encoder reranking
  • Document chunking pipelines
  • Strict hallucination guards
Offerings

Targeted AI Solutions

Turnkey configurations adapted to your company infrastructure. We implement, integrate, and scale.

Knowledge Management

Secured Enterprise Knowledge Base

Connect disparate internal data sources securely with strict role-based access. Query document silos and get immediate answers with cited evidence.

  • RBAC vector separation
  • Auto-syncing pipelines
  • Source attribution
  • SOC2-compliant deployments
Inquire Details
Process Automation

Autonomous Operations & Support

Empower customer and internal desks with agents capable of resolving 70%+ of complex tickets by using internal APIs safely and dynamically.

  • API orchestration engine
  • Fallback to live human agent
  • Stateful user memory
  • Multilingual translation layers
Inquire Details
Document OCR

Intelligent Document Processing

Extract structure from complex PDFs, invoices, spreadsheets, and contracts. Convert unstructured chaos into clean API payloads instantly.

  • Multi-page table extraction
  • Custom schema validation
  • High-accuracy OCR integrations
  • Auto-flagging anomalies
Inquire Details
Tech Stack

Our Development Stack

We write clean code, leverage bleeding-edge tools, and deploy on robust sovereign foundations.

Frameworks

Next.js
React
Three.js / R3F
FastAPI

AI/ML

PyTorch
Transformers
LangChain / LlamaIndex
vLLM

Cloud/Infrastructure

AWS
Google Cloud Platform
Docker
Kubernetes

Tools

PostgreSQL
Supabase
Pinecone / Qdrant
Terraform
Our Work

Proven AI Deployments

Real enterprise systems solving real bottlenecks, delivering immediate speed and savings.

Autonomous Agents

ApexAgent

Architected and built an autonomous agent workforce resolving thousands of operations tickets per hour for a high-growth fintech startup.

Impact Metrics
  • 74% Ticket resolution rate
  • 4.2s Average response time
  • 80% Savings in ops spend
Next.jsLangChainFastAPIvLLM
Case Study Details
Document AI

DocuMind

Implemented an OCR-based intelligent extraction pipeline converting unstructured medical records into validated schema payloads.

Impact Metrics
  • 99.7% Semantic accuracy
  • Under 2s per document
  • SOC2 Compliant storage
PythonPyTorchFastAPIQdrant
Case Study Details
Computer Vision

VisionCore

Designed edge-optimized computer vision pipelines detecting micro-defects in manufacturing assembly lines in real-time.

Impact Metrics
  • 99.98% Defect detection rate
  • 15ms Processing latency
  • Edge hardware deployment
YOLOv8TensorRTC++Docker
Case Study Details
Methodology

How We Build Systems

From architecture auditing to optimized GPU orchestration, our workflow is transparent and speed-aligned.

01

Scoping & Discovery

We audit your manual workflows, data pipeline bottlenecks, and model requirements to draft a precise technical spec sheet.

02

Architecture & Prototype

We design the server structure, choose the optimal base models, define strict security bounds, and build an early sandbox proof.

03

Fine-Tuning & Scaling

We train models on domain data, configure custom tool calls, build the orchestration layer, and deploy on auto-scaling clusters.

04

Integration & Handoff

We connect the systems to your frontends, set up production monitoring dashboards, and hand over the codebase.

Differentiator

Why Partner With 7K Vertex

We are senior software architects and ML engineers, not generic wrappers. We write enterprise-ready code.

Production-First Architecture

We do not build flimsy scripts. We write strongly-typed, auto-scaling, production-grade applications that operate autonomously.

Bespoke AI Engineering

We specialize in fine-tuning and running proprietary models locally or on private clouds, ensuring total data sovereignty.

Speed-to-Market Delivery

We use premium components and rapid boilerplate techniques to transition from strategy to live production in weeks, not quarters.

Extreme Performance Optimization

We write light code, use dynamic SSR/CSR separation, and optimize GPU compute to maximize system efficiency.

Consultation Bookings Open

Ready to Architect Sovereign AI for Your Enterprise?

Get in touch to review manual workflow bottlenecks, run feasibility audits on your internal data, or scope out a pilot model integration.

Engagement

Start the Conversation

Let us know what you are looking to build. We typically respond with technical scoping notes in 24 hours.

Frequently Asked Questions