LLMs · RAG · Agents · Automation
AI & ML Solutions
From RAG pipelines and autonomous agents to end-to-end automation we build AI systems that work in production not just in demos.
What We Build
Production Grade AI, End to End
We don't wrap APIs and call it AI. We architect intelligent systems from data pipelines and model selection to deployment, evaluation, and continuous improvement.
LLM Integration & Fine Tuning
We integrate GPT-4o, Claude 3.5, Gemini 1.5 Pro, and open source models like Llama 3 and Mistral into your product. Where off the shelf models fall short, we fine tune on your proprietary data.
RAG Pipeline Development
Retrieval-Augmented Generation systems that give your LLM accurate, up-to-date context from your own knowledge base documents, databases, APIs with semantic chunking, reranking, and hybrid search.
AI Agents & Agentic Workflows
Multi step autonomous agents built with LangChain, CrewAI, and AutoGen that plan, reason, use tools, and execute complex tasks without human intervention from research agents to code writing pipelines.
AI Automation with n8n & Make
End-to-end intelligent automation pipelines connecting your SaaS tools, databases, and AI models. Trigger based workflows, scheduled agents, and webhook driven pipelines that eliminate repetitive work.
Vector Search & Semantic Retrieval
Replace keyword search with meaning-based semantic retrieval. We build vector databases, embedding pipelines, and reranking systems that surface the right information even when the query is vague.
Voice, Vision & Multimodal AI
Speech-to-text transcription with Whisper, image understanding with GPT-4 Vision, video analysis, OCR pipelines, and multimodal workflows that process text, audio, and images together.
The AI Stack
Our Full AI Ecosystem
We work across the entire AI toolchain from frontier models to vector databases, orchestration frameworks, and automation platforms.
LLM Models
Orchestration
Vector & Memory
Automation
Infrastructure & APIs
Our Approach
AI That Works in Production
Most AI demos look good. Most AI systems in production hallucinate, drift, or silently degrade. We build the unglamorous parts evaluation pipelines, output tracing, fallback handling, and feedback loops that make AI reliable at scale.
Every system we ship includes observability from day one. We use LangSmith, custom tracing, and automated benchmarking so you can see exactly what your AI is doing and catch problems before your users do.
Talk to our AI teamPrompt Engineering & Chaining
Structured prompts, few shot examples, and chain of thought reasoning for consistent outputs.
Evaluation & Benchmarking
Automated test suites that score model outputs against ground truth before every deployment.
Cost Optimisation
Intelligent model routing use GPT-4o where it matters, smaller models where it doesn't.
Security & Compliance
Prompt injection protection, PII redaction, and data residency controls built in from the start.
How We Work
Engineered for Predictable Delivery
AI projects fail when the problem isn't well defined. We start with strategy, not code.
AI Audit & Strategy
We assess your current workflows, identify high ROI automation opportunities, and define the right AI approach off-the-shelf, fine tuned, or fully custom before writing a single line of code.
Data Pipeline & Model Selection
We prepare your data cleaning, chunking, embedding, and indexing and select the most cost-effective model for your use case. Not always the biggest model. Always the right one.
Development & Integration
RAG pipelines, agent frameworks, automation workflows, and API layers built and wired into your existing product. Every feature is evaluated, traced, and benchmarked before it ships.
Evaluation, Monitoring & Iteration
AI systems degrade silently. We deploy with LLM tracing, output evaluation, and feedback loops so your system improves over time not just on launch day.
Portfolio
AI in the Real World
Not prototypes. Not experiments. Shipped AI products used by real businesses.
Start a Project
Ready to Build Real AI?
Tell us what you're trying to solve. We'll tell you whether AI is the right answer and if it is, exactly how we'd build it.