We design, migrate and optimise AWS estates for regulated teams — from EC2 refactors and EKS platforms to serverless and production Amazon Bedrock deployments. Architecture that passes audit and moves fast.
Well-Architected review included · Findings in 5 business days
Lift-and-shift gets you out of the data centre. It doesn't get you resilience, cost control or the ability to ship AI features your competitors are announcing. Most teams end up with a cloud bill nobody can explain and a platform nobody wants to touch.
We architect AWS estates around the Well-Architected Framework — operational excellence, security, reliability, performance efficiency, cost optimisation and sustainability — then implement with Terraform so every change is reviewable and reversible.
And because AWS has moved decisively into generative AI, we bring Amazon Bedrock into production safely: governed model access, knowledge bases, guardrails and cost controls that survive audit.
Architecture that uses the right service for the job — not the trendiest one.
Terraform and CDK modules — every resource versioned, reviewed, reversible.
Guardrails, logging and evidence baked in from the first deploy.
Amazon Bedrock, vector stores and agent patterns deployed production-grade.
Engage the full cloud programme or start with a single workstream. Every capability is delivered by AWS-certified engineers running it today.
Well-Architected designs and phased migrations from on-prem or lift-and-shift estates to purpose-built AWS environments.
Production deployments of generative AI on AWS — model access, knowledge bases, agents and guardrails, all governed and cost-controlled.
Right-sized compute across EC2, ECS, EKS and Lambda — chosen by workload shape, not preference.
Managed data services designed for durability, query performance and the analytical workloads that feed your AI features.
Tagging strategies, Savings Plans, right-sizing and unit economics dashboards that show exactly where the money goes.
IAM design, network isolation, encryption and guardrails that keep auditors satisfied and attackers out.
Bedrock gives you access to foundation models from Anthropic, Meta, Mistral, Cohere and Amazon through a single managed API — no infrastructure to run and no model weights to babysit.
We take teams from prototype to production: knowledge bases grounded in your data, agents that complete multi-step tasks, and guardrails that keep outputs safe and compliant. All inside your AWS account, under your IAM policies, with your data never used for training.
Discuss a Bedrock deploymentHundreds of foundation models through one API. Swap models as cost, latency and accuracy requirements shift.
Ground responses in your S3, Confluence, SharePoint or database content with managed retrieval-augmented generation.
AI agents that reason about tasks, call your APIs and complete multi-step workflows — deployed without infrastructure management.
Content filtering, PII redaction and automated reasoning checks that reduce hallucinations and keep outputs compliant.
Aggregate across 60+ AWS engagements · 2023–2025
A four-stage engagement with measurable outcomes at every gate. You always know what's being built, why, and what it costs.
Well-Architected review across all six pillars, cost baseline, security posture and migration readiness scoring.
Target AWS architecture, account structure, network design and a phased roadmap with cost projections reviewed with your team.
Terraform modules, landing zone, workload migration and Bedrock pipelines shipped in two-week increments with rollback plans.
Cost governance, SLO monitoring and continuous optimisation — or a structured handover with runbooks and internal training.
Every engagement produces working Terraform, documented decisions and dashboards — not a strategy deck that gathers dust.
Findings across all six pillars with prioritised remediation and effort estimates.
Diagrams, Organisations design, network topology and the reasoning behind each decision.
Versioned, tested modules for VPC, EKS, RDS, IAM and Bedrock — with policy guardrails.
Knowledge Base, agent and guardrail configurations you can extend and version.
Cost allocation, showback reporting and anomaly alerts wired into your existing tooling.
Documented operations plus live sessions so your team owns the estate confidently.
Certified across the AWS portfolio — from core infrastructure to generative AI, data and governance.
A 2,000-person insurer ran claims on ageing on-prem hardware. They needed cloud resilience and a knowledge assistant for 400 claims handlers, without a two-year programme.
AWS Migration + Bedrock“We migrated in fourteen weeks and had a Bedrock-powered claims assistant live before the end of the quarter. Our handlers stopped searching and started deciding.”
Marcus Chen · CTO, Vantage Insurance
AWS is our deepest practice — we're an Advanced Partner and run the majority of our client estates there. We also work across Azure and GCP for multi-cloud clients, and we'll tell you honestly if a different cloud (or hybrid model) fits your workload better.
Bedrock when you want managed access to foundation models through a single API, no infrastructure, and pay-per-call pricing — ideal for most GenAI applications. SageMaker when you need full control over model artifacts, custom training workflows, VPC isolation or deep fine-tuning. Many clients use both.
Intelligent prompt routing, prompt caching and model distillation can cut Bedrock spend significantly without hurting quality. We also instrument every application with token-level cost tracking and set budgets and anomaly alerts in Cost Explorer.
A Well-Architected review across all six pillars, a cost baseline with savings opportunities identified, a security posture summary and a written findings report. It takes about a week and requires read-only access to your AWS account.
Assessments and fixed-scope migrations are fixed-fee, quoted after the Well-Architected review. Ongoing cloud operations and FinOps retainers are monthly, scaled to the size and complexity of your estate. You'll get a written scope and price before any work begins.
Book a free Well-Architected review. We'll map your architecture, baseline your spend and hand you a prioritised findings report — no obligation, no sales theatre.
The Murcury Labs