Evaluation harnesses on every build
Quantifiable answers to "is this good enough?" — not vibes. Every prompt, every model, every retrieval step measured.
RedFin AI is a specialist AI development agency in the UK, building custom LLM systems, RAG assistants, computer vision applications and AI-native SaaS products for businesses across Britain and internationally. We design, build and operate AI software that survives production — with the evaluation, monitoring and cost controls that turn "AI proof-of-concept" into "AI in production".
Anyone can prompt an LLM. The gap between an impressive demo and a system your customers rely on is where a real AI development agency earns its fee.
Quantifiable answers to "is this good enough?" — not vibes. Every prompt, every model, every retrieval step measured.
Prompt injection defence, PII redaction, output filtering, audit logs. Especially critical in regulated sectors.
Caching, batching, small-model routing, prompt compression. Typical 60-80% reduction in LLM inference cost vs. naïve implementations.
Every AI call traced. Latency, cost and quality dashboards from day one. You always know what's happening in production.
Real-usage feedback loops feed evaluation and retraining. Your AI gets better every week.
Data protection, compliance and vendor risk understood from a UK & EU perspective — because we're based here.
Sales, support, internal ops. Human-in-the-loop or autonomous, with proper guardrails and audit.
Accurate, sourced answers across your policies, wikis, CRMs and data warehouses.
Contract analysis, form parsing, OCR, structured extraction — with human review workflows.
Demand, churn, pricing, lead scoring — explainable ML models tied to real business KPIs.
Quality inspection, object detection, medical imaging, retail analytics — on cloud or edge.
New products where AI is the core value proposition, not a bolt-on feature.
We work across regulated and unregulated sectors, and understand the compliance and vendor-risk realities each one brings.
Underwriting, KYC/AML, fraud detection, customer support, regulated document workflows.
Clinical decision support, patient companion apps, admin automation — NHS DTAC and GDPR-aware.
Contract review, research assistants, matter intake, precedent search.
Personalisation, catalogue enrichment, demand forecasting, customer service automation.
Route optimisation, ETA prediction, inventory forecasting, document processing.
Document extraction, valuation modelling, tenant-facing assistants.
Tell us what you're trying to achieve. We'll be honest about whether AI is the right answer, and if it is, we'll come back within a business day with a proposal.
Talk to RedFin AI →