Consultancy and development, both from one team. We build new AI systems and improve the ones you already have. Custom LLMs, RAG, chatbots, plus security, deployment, and optimization review. Our Data & AI team works two ways. We build new intelligent systems from scratch, and we audit, secure, and optimize AI systems already in production. The same team does both, so the people reviewing your stack are the people who would rebuild it.
01
Custom LLM Development
Private model deployments, fine tuning, and adaptation for your domain. We work with Llama, Mistral, Claude, and GPT, and the right model depends on the job.
- Foundation model selection
- Fine tuning and LoRA adaptation
- Private deployment and inference
- Evaluation harnesses and red teaming
02
RAG & Knowledge Systems
Retrieval augmented generation for systems that need to ground responses in your data. Vector stores, embedding pipelines, evaluation, and observability.
- Pinecone, Weaviate, pgvector
- Embedding pipelines and chunking
- Hybrid search and re ranking
- Eval frameworks and guardrails
03
WhatsApp Chatbots
Customer service, sales, and support chatbots on WhatsApp Business API. Built for markets where WhatsApp is the dominant channel.
- WhatsApp Business API integration
- Multi language and multi region
- Handoff to human agents
- Analytics and conversation tracking
04
Web & App Chatbots
In product chat assistants for websites, web apps, and mobile apps. RAG powered, designed for tasks not small talk, with measurable success criteria.
- Embeddable chat widgets
- In app conversational interfaces
- Streaming responses and tool use
- Knowledge base integration
05
AI Consultancy
Strategy, architecture review, and roadmap work for teams about to invest in AI. We help you decide what to build, what to buy, and what to skip.
- AI readiness assessment
- Architecture and stack review
- Build vs buy analysis
- Roadmap and ROI modeling
06
AI Security, Deployment & Optimization
Audit and optimization for AI systems already in production, yours or inherited. Security review, prompt injection testing, inference cost optimization, and latency tuning.
- Security audits and red teaming
- Prompt injection and jailbreak testing
- Inference cost and latency optimization
- Compliance review and documentation
Tools we ship in
Models, frameworks, and infrastructure we work with.
OpenAI
Anthropic
Llama
Mistral
LangChain
LlamaIndex
Hugging Face
Pinecone
Weaviate
pgvector
Python
PyTorch
AWS Bedrock
GCP Vertex
Azure OpenAI
Why choose us
01
Consultancy and build, same team
The people who review your AI architecture are the same people who would build the fix. No handoffs, no consultants who never write code.
02
Model agnostic
We work with all the major foundation models. We pick the right one for your job, your budget, and your data residency requirements. Not the one we have a partnership with.
03
Evaluation before deployment
Every AI system we ship has measurable success criteria, an evaluation harness, and guardrails. We do not ship AI that only looks good in a demo.