AI Features & Automation
Production AI features — not chatbot demos. Retrieval-augmented generation over your own content, tutor-style assistants with custom system prompts, AI-powered search and summarisation, plus n8n + MCP automation pipelines for internal operations. Cost and latency monitored. Prompt caching configured by default.
Good for…
- Education and content businesses
- Customer support and onboarding flows
- Internal ops and back-office workflows
- Products with knowledge-base content begging to be queryable
What you'll get
- RAG pipeline over your content with vector store
- Custom system prompt and tone calibration
- Safety rails (refusal, citation, fallback)
- Cost dashboard and prompt-caching configuration
- n8n / MCP automation flows for internal workflows
Frequently asked questions
Which LLMs do you use?
Claude (Anthropic), Gemini (Google), and OpenAI's GPT models depending on the task. We pick by capability, latency and cost — not by vendor allegiance.
How do you handle hallucinations?
Retrieval-augmented generation against your content, structured outputs validated at the boundary, safety rails for refusal and citation, plus continuous evals. We're transparent about failure modes and design around them.
What about cost?
Cost dashboard included with every AI integration. Prompt caching configured by default — typically halves the inference bill. We benchmark against a fixed monthly cost ceiling agreed up front.
Ready to scope ai features & automation?
30-minute call. Written proposal within five working days. Fixed price wherever the scope allows.