Twarx / Services
What we build
Four service lines, one discipline. AI integration, implementation consulting, agentic development and workflow automation — plus private SLM and local RAG where data has to stay in-house. Each measured against a baseline agreed before we start.
AI Research & Reality Checks
Understand before you automate.
We research what current models can actually do for your specific work, then tell you plainly where AI helps and where it is just hype. You get an honest assessment and a clear success metric before any money is spent.
What's included
- Honest "should you even use AI here" assessment
- Workflow and opportunity mapping
- Success metrics defined up front
- Model and approach recommendation
Ready-to-Run Agents & Workflows
Practical automation the community can use today.
We build and publish ready-to-run AI agents and n8n automation workflows that anyone can import and put to work. Each one is documented, tested, and built to save real hours — not to look good in a demo.
What's included
- Importable n8n workflow templates
- Step-by-step setup guides
- Tool and API integrations preconfigured
- Built for real, measurable time savings
Custom Small Language Models
Specialised models that beat general ones in your category.
For businesses, we design, train, and evaluate Small Language Models on your own category and data. They are smaller, faster, and cheaper to run than general-purpose LLMs for the tasks they are trained on — and fully auditable.
What's included
- Custom SLM designed for your category
- Data curation and labelling
- Fine-tuning and instruction tuning
- Evaluation suite with real-world test cases
Local SLM + RAG Systems
Your own private model and knowledge base — you own it.
We deliver a complete local Small Language Model and RAG (retrieval) module that runs on your own infrastructure. Your documents and data never leave the building, and your team keeps full control of the system.
What's included
- Private SLM deployed on your infrastructure
- RAG retrieval over your own documents
- No data sent to third-party APIs
- Handover, documentation, and team training
How we work
Our five-phase process
Research
Deep domain investigation and problem framing.
Design
Architecture, data plan, and success metrics defined.
Build
Training, fine-tuning, and iterative evaluation.
Deploy
Staged rollout with monitoring and safety checks.
Measure
Continuous outcome measurement against agreed metrics.
Start with a free workflow audit
We identify exactly where AI creates real value in your workflows before you invest anything. No commitment required.