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.
*Within reason — 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 →