AI Integration
Production LLM systems.
Agentic pipelines, retrieval-augmented generation, embeddings, structured tool-use, and prompt caching — across Anthropic, OpenAI, and open-weight models. We ship AI features that survive production, not demos.
▸ Brief
◇ Scope
Services
From a one-week pilot to a full production platform. Every engagement is scoped against a real workflow: cost model, evaluation harness, and a deployment plan — no vibe engineering.
LLM Feature Engineering
Prompt architecture, caching, streaming, tool-use, structured outputs. Built against evaluations, not opinions.
Retrieval & RAG Pipelines
Embedding stores (pgvector, Pinecone, Weaviate), hybrid search, re-ranking, chunking strategies tuned per corpus.
Agentic Automation
Multi-step agents with tool orchestration, memory, human-in-the-loop checkpoints, and guardrails.
Voice & Multimodal
Whisper, Deepgram, ElevenLabs, Claude Vision. Voice agents, transcription, image and document ingestion.
Evaluation & Monitoring
Custom eval harnesses, regression tracking, cost dashboards, prompt versioning, drift detection.
Model Selection & Fine-Tuning
Benchmarking across Claude, GPT, Gemini, Llama, Mistral. LoRA fine-tuning and distillation where it pays off.
◇ Instrumentation
Technology stack
The full surface we deploy across this capability. Chosen per project — not every tool fits every brief.
Foundation models
Orchestration
Retrieval
Voice & Vision
Infrastructure
Evaluation
◇ Engagement
Pricing
Starting ranges in GBP. Final quotes depend on scope, timeline, and support level. Every engagement is a signed SOW with fixed milestones.
Pilot
FROM £500
Scoped prototype or feature spike.
- One end-to-end workflow
- Prompt design + caching
- Cost & latency benchmarking
- Written recommendation report
Integration
FROM £1.5K
Production LLM feature built to brief — scope to whatever the client needs.
- Scoped to client requirements
- Retrieval, tool-use, or agentic
- Eval harness & monitoring
- Deployed into your infrastructure
- 30 days post-launch tuning
Platform
CUSTOM
Dedicated AI programme, longer horizon, regulated domains.
- Multi-pipeline architecture
- Dedicated evaluation infrastructure
- On-prem or VPC deployment
- Signed SLA
◇ Contact Us
Open a channel.
Briefs are reviewed within one working day. Tell us the objective, timeline, and constraints — we'll come back with a scope, price, and a plan.