Grounded in your documents
Retrieval-augmented generation with semantic chunking, vector search, and citations. The model answers only what your sources actually say — and says "I don't know" when they don't.
Custom AI systems for Cumbria businesses — chat, voice, video, search, governance, and automation. Built on your own knowledge, integrated into your real tools, deployed to production.
Whether it's a conversational assistant, a full knowledge platform with governance and learning, or a background automation handling repeatable work, the build follows the same five phases — with product and intelligence advancing together.
Every Layered AI build draws on the same toolkit. Conversational systems and workflow automations both lean on these underlying capabilities — depending on what your business actually needs.
Retrieval-augmented generation with semantic chunking, vector search, and citations. The model answers only what your sources actually say — and says "I don't know" when they don't.
Whisper-grade transcription for spoken input, ElevenLabs studio TTS for natural replies, multi-language support. Fallback providers wired in so a single outage never takes the system offline.
From a SOP to a presenter-ready video in minutes — Claude scripts the narrative, ElevenLabs or Synthesia gives it a voice, ffmpeg stitches the slides. Used in production at Gilpin.
Find by meaning, not keywords. Embeddings (OpenAI text-embedding-3-small) over your whole knowledge base, returning the most relevant chunks across hundreds of documents.
Per-user and per-admin persistent memory. Facts the AI learns about each person stick across sessions, with audit-trailed corrections so older versions never silently disappear.
HOD review queues, reliability tiers, trust/staleness scoring, full audit log of every admin action. Safety-escalation routing built into the AI prompts for safeguarding and statutory queries.
Auto-generated quizzes (cached by content hash so they only regenerate when the source changes), XP, streaks, badges, daily challenges. Gamification when the brief calls for retention, not just access.
Staff-facing app + admin tool on shared data, with department-scoped access. Two front doors to one system — each tuned to the user, all writes audit-logged.
Google Drive/Docs for content, HR (Employment Hero) for authoritative people data, Knack for live operational records, Synthesia for avatar video. Whatever you already use, we wire it in.
A five-star Lake District hotel needed every staff member, across eight departments, answered instantly and accurately — without losing the warmth that earned the Relais & Châteaux badge. We built two apps sharing one knowledge base: a staff-facing chat trained on Gilpin's own SOPs, and Prof Plato, the admin tool where HODs author and govern the source material.
Read the full case study →Same five phases, different specifics. Switch between the two offerings to see how the work shifts.
We use retrieval, evals, and citations to keep outputs anchored to your sources. We share honest projections before any build begins.
Free 30-minute scoping call. We'll map your highest-leverage AI opportunity and tell you honestly whether it's worth building — or not.
Book a scoping call →