Each colour maps a published value to the exact source passage used to support it. Only bounded excerpts are public; administrators can inspect the complete captured source.
Title
LEGIC runs Claude Code and a company-wide Open WebUI assistant on Amazon Bedrock inside its own AWS accounts
…o train foundation models – no separate opt-out or vendor agreement was needed. On this single governed foundation, LEGIC deployed two workloads: Claude Code – Anthropic’s agentic coding tool – for developer productivity, and Open WebUI with a Bedrock Access Gateway for company-wide AI access. In this post, we share how LEGIC built both workloads on a single platform, and…
Description
LEGIC Identsystems routes all AI inference through Amazon Bedrock from its own AWS accounts, governed by existing IAM, VPC, CloudTrail and SCP controls. It deployed Claude Code for developers and Open WebUI with a Bedrock Access Gateway for company-wide AI access, with Grafana cost observability. According to its Lead DevOps Engineer, a token spend of $400 last week resulted in saving more than a year of development time and eliminating a $100K annual license cost (self-reported).
…tional vendor reviews or exceptions. LEGIC found the answer in Amazon Bedrock . By routing all AI inference through Amazon Bedrock from its own AWS accounts, LEGIC kept data within its chosen AWS Region, costs predictable, and governance fully in its own hands. Bedrock’s default da…
…s, and here is the value it delivers.” Results The investment paid off quickly. According to Lukas, the token spend of $400 last week resulted in saving more than a year of development time and eliminating a $100K annual license cost. Claude Code did not just help LEGIC write application code faster – LEGIC’s eng…
Company
LEGIC Identsystems
…ud Cost Optimization , Generative AI , Security & Governance Permalink Share At LEGIC Identsystems , security is not a feature of the product – it is the product. For over 30 yea…
Industry
Technology & Software
…IC Identsystems , security is not a feature of the product – it is the product. For over 30 years, LEGIC has built secure contactless authentication, access management, and IoT solutions for customers who depend on that trust. When LEGIC decided to bring generative…
Problem
LEGIC wanted to adopt generative AI in engineering workflows without routing proprietary code and internal knowledge through third-party services outside its governance perimeter. Its engineering team of approximately 50 developers wanted an AI coding assistant, and the wider company wanted access to AI-powered knowledge, under predictable and observable costs.
…one use case to the next required no additional compliance work. The challenge LEGIC’s engineering team of approximately 50 developers wanted an AI coding assistant that could understand their codebase, generate code, and help with reviews. At…
…rty services outside its governance perimeter. LEGIC’s requirements were clear. All AI inference had to flow through LEGIC’s own AWS accounts, governed by the same AWS Identity and Access Management (IAM) , VPC controls,…
Solution
LEGIC routes all AI inference through Amazon Bedrock from its own AWS accounts, governed by existing IAM, VPC controls, CloudTrail and SCPs. Developers use Claude Code via Bedrock custom inference profiles, and employees use Open WebUI on Amazon EKS connected to a Bedrock Access Gateway. Grafana dashboards and a custom cost monitor track spend per developer, model and use case.
…additional credentials the gateway needs. Deploying Claude Code for developers Developers use Claude Code directly via Bedrock custom inference profiles , authenticating through AWS IAM Identity Center with their corporate credentia…
…d governance already working – LEGIC asked: why limit AI access to engineering? LEGIC deployed Open WebUI on Amazon EKS , connected to a Bedrock Access Gateway running as an Amazon ECS Fargate servic…
…oper’s weekly consumption exceeds a threshold, Grafana triggers a notification. LEGIC also built a custom cost monitor in Go that tracks, enforces, and alerts on AWS spending in real time. This transparency changed the internal conversation about AI costs from “how mu…
Business value
According to LEGIC's Lead DevOps Engineer as quoted in the source, a token spend of $400 last week resulted in saving more than a year of development time and eliminating a $100K annual license cost. The figure is self-reported.
…s, and here is the value it delivers.” Results The investment paid off quickly. According to Lukas, the token spend of $400 last week resulted in saving more than a year of development time and eliminating a $100K annual license cost. Claude Code did not just help LEGIC write application code faster – LEGIC’s eng…
…encompassing cyber security, networking, and IoT deployments. Lukas Knienieder Lukas is the Lead DevOps Engineer at LEGIC, where he specializes in driving innovation through secure, automation-driven A…
AI capabilities
Generative AI, Agentic AI
…t was needed. On this single governed foundation, LEGIC deployed two workloads: Claude Code – Anthropic’s agentic coding tool – for developer productivity, and Open WebUI with a Bedrock Access Gateway for company-wide AI access. In th…
Technology
Amazon Bedrock, Claude Code
…t was needed. On this single governed foundation, LEGIC deployed two workloads: Claude Code – Anthropic’s agentic coding tool – for developer productivity, and Open WebUI with a Bedrock Access Gateway for company-wide AI access. In th…
Deployment model
Cloud
…tional vendor reviews or exceptions. LEGIC found the answer in Amazon Bedrock . By routing all AI inference through Amazon Bedrock from its own AWS accounts, LEGIC kept data within its chosen AWS Region, costs predictable, and governance fully in its own hands. Bedrock’s default da…
Deployment options
cloud
…tional vendor reviews or exceptions. LEGIC found the answer in Amazon Bedrock . By routing all AI inference through Amazon Bedrock from its own AWS accounts, LEGIC kept data within its chosen AWS Region, costs predictable, and governance fully in its own hands. Bedrock’s default da…
Implementation approach
LEGIC built the platform in three phases with a small platform engineering team: Bedrock infrastructure and access controls first, then Claude Code for developers, then company-wide access through Open WebUI. By using Claude Code to write the infrastructure-as-code, it went from initial setup to production in one week.
…ive operations like codebase analysis and test generation. Overview of solution LEGIC built this in three phases with a small platform engineering team. The first phase established the Bedrock infrastructure and access controls. The second deployed Claude Code for developers. The third extended AI access company-wide through Open WebUI. By leveraging Claude Code itself to write the infrastructure-as-code and iterat…
…e for developers. The third extended AI access company-wide through Open WebUI. By leveraging Claude Code itself to write the infrastructure-as-code and iterate on configurations, LEGIC went from initial setup to production in one week. Open WebUI provides a conversational interface where employees can interact wit…
Headline outcome
…d of $400 last week resulted in saving more than a year of development time and eliminating a $100K annual license cost. Claude Code did not just help LEGIC write application code faster – LEGIC’s en…
Use case type
Software engineering assistance
…t was needed. On this single governed foundation, LEGIC deployed two workloads: Claude Code – Anthropic’s agentic coding tool – for developer productivity, and Open WebUI with a Bedrock Access Gateway for company-wide AI access. In th…
