AI development that goes deeper than a wrapper
Most agencies call an API and call it AI. We build at every layer - from integrating LLMs into your product, to custom computer vision, to writing CUDA kernels for GPU-accelerated workloads.
How deep do you need to go?
Most AI projects only need the top layer. But when they don't, we can go all the way down.
Application Layer
Add AI features to your existing product. Chat, search, recommendations, content generation, classification.
LLM APIs, prompt engineering, output parsing, cost optimizationIntegration Layer
Connect AI to your data. Build RAG systems, document processing pipelines, and AI agents that use your tools.
RAG, vector databases, embeddings, tool use, agent workflowsModel Layer
Fine-tune and customize models for your domain. When general-purpose APIs aren't specific enough.
Fine-tuning, transfer learning, custom training pipelines, evaluationKernel Layer
GPU-level optimization. Custom CUDA code, inference optimization, and hardware-aware model architecture.
CUDA kernels, GPU memory optimization, custom operators, inference accelerationWhat we build
Add AI to your existing product
Your app already works. Now make it smarter. We add LLM-powered search, content generation, classification, or recommendations to products that are already in production.
Computer vision & image analysis
Recognize objects, extract data from photos, classify images, or estimate measurements. We built this for Careit - food item recognition, automatic descriptions, and weight estimation from photos.
Internal AI tools
Build tools that help your team work faster. Document Q&A, automated report generation, data extraction from unstructured sources, or AI-assisted decision support.
Custom model work
When off-the-shelf APIs aren't enough, we go deeper. Fine-tuning for your domain, custom training pipelines, and GPU-optimized inference with CUDA.
Careit: computer vision for food rescue
Careit connects businesses with local nonprofits to rescue surplus food. When a restaurant or grocery store has food to donate, speed matters. The AI features we built make the process fast enough to actually work:
Photo recognition identifies food items automatically from a single photo
AI generates descriptions so donors don't have to type anything
Weight estimation from images helps nonprofits plan pickups and storage
Anthropic Claude
Google Gemini
xAI Grok
OpenRouter
Is this for you?
Good fit
You have a working product and want to add AI features
You're processing images, documents, or unstructured data manually
Your team is doing repetitive knowledge work that AI could handle
You need AI that integrates with your existing systems and data
You want to modernize operations with practical AI tools
Not what we do
Training a foundation model from scratch
Building a product where the AI IS the entire business (we build features, not AI startups)
Problems that don't actually need AI - we'll tell you if a database query solves it
Ready to add AI to your product?
Tell us what you're trying to solve. We'll tell you what's possible, what it costs, and whether AI is even the right approach.