Requirements Analyst
Turn product requirements into structured stories and acceptance criteria.
The AI Framework
at the Core of Your Business
Making AI work across your business takes more than adding agents. It takes software that can support them, existing systems they can work with, and clear controls over how they act.
ART AI Stack™ brings these capabilities together in a modular framework, configured around your business.
Your business environment Connected by design
ApplicationsDataKnowledge
ART AI Stack™
Specialised agents · Coordinated workflows
PermissionsHuman approvalsAudit evidence
Explore ART AI Stack™
ART AI Stack™ helps you build modern applications, modernise existing systems and run them in production—with governance and guardrails built in, and every capability shaped around your business.
Build with specialised agents
Connect requirements, architecture, development and testing through agents that share context, work in parallel and bring decisions back to your engineers.
Specialised agents
Architecture Agent
Review designs, document decisions and assess trade-offs.
Decomposition
Break the build into independently testable units.
Backend Agent
Build bounded services with authorisation, audit and tests.
Frontend Agent
Create interface slices with design tokens and accessibility checks.
Code Review
Check changes against architecture, requirements and scope.
QA Automation Agent
Turn test cases into verified Playwright specifications.
Test Generation
Generate tests for expected behaviour and regressions.
Test Coverage Agent
Assess coverage, mutation results and assertion quality.
Operational Readiness Agent
Assess logging, secrets, resilience and deployment safety.
Documentation Agent
Keep technical documentation and runbooks aligned with the code.
Delivery Pack
Assemble implementation tasks and supporting evidence for delivery.
Named human owners review decisions and approve the work at agreed checkpoints.
Prompt & skill library
Reuse task instructions, code-generation patterns and review checklists, configured for your stack.
Generation · Review · TestingBusiness & code context
Carry requirements, domain rules and repository knowledge through the build.
Requirements · Architecture · RepositoriesAgent orchestration
Coordinate parallel tasks, dependencies and feedback, with engineers approving key decisions.
Parallel work · Handover · ReviewModels & integrations
Connect agreed models and tools to your repositories, development environment and delivery pipelines.
Models · Repositories · CI/CDGovernance & security
Define access boundaries, review sensitive changes and retain evidence for each release.
Permissions · Security checks · TraceabilityBuild software faster, from requirements to release
Bring senior engineering judgement and agent execution into one delivery process, configured around your product and technology stack.
Build data pipelines for your applications and AI
Connect sources, transform and validate data, and deliver reliable pipelines, warehouses and real-time streams for your applications and AI workloads.
Modernise with business knowledge intact
Agent-driven migration from legacy source to target repository, with human approvals and traceability throughout.
Migration Work Units
Business-rule recovery
Human approval gates
Model routing
Repository controls
Audit trail
Agents behind the migration
Specialised roles, coordinated around each work unit
Orchestrator
Sequences the work and enforces approval gates.
Discovery Agent
Maps the source, dependencies and open questions.
Comprehension Agent
Interprets existing system behaviour and business logic.
BR Documentation Agent
Documents the rules the rebuild must preserve.
Architecture Agent
Plans the target design and work-unit implementation.
Code Generation Agent
Builds the target implementation from approved inputs.
Self-Review Agent
Challenges generated code against scope and rules.
SME Agent
Adds domain critique during implementation review.
Preflight validation and source preprocessing run as scripted steps. Testing and integration follow the agreed delivery pipeline.
Move beyond legacy constraints
Plan a modernisation programme around the applications, data and business rules you need to carry forward.
Put agents to work in your operations
Specialised agents and senior practitioners working across your operations, connected to your systems and governed by your rules.
Finance & AccountingRisk & ComplianceCustomer & Tech SupportData & KnowledgeOperations & Growth
ART Agentic Operations Framework
Observe
Gather signals, requests and information
Assess
Investigate and determine the next action
Act
Execute approved tasks and escalate exceptions
Improve
Use outcomes to refine the workflow
Continuous feedback
People & controls
Senior practitionersApproval rulesEscalationsAudit records
Your existing systems
Business applicationsService platformsData sourcesCloud & infrastructure
How we support your operations
Self-service
Answers before tickets
Agent
Unified Chatbot
- Knowledge base
- Self-service portal
Tools
Zendesk Jira Service Management + Rovo Freshservice
Operations 24×7
First human response
Agent
IRISConversation action trackerSentiment and insight analyser
- Customer support
- Transaction & fraud analysis
- Monitoring
Tools
Datadog PagerDuty incident.io Rootly
Technical 24×7
Engineers investigate and resolve
Agent
IRISFintechOps
- Root-cause analysis
- 3DS troubleshooting
- Infrastructure & performance
Tools
Coralogix Grafana ClickHouse Raygun
Site reliability
Ongoing reliability across every level
Agent
Operational Readiness Agent
- Observability & war rooms
- Infrastructure as code
- Capacity & cost
- Disaster recovery
Tools
Prometheus AWS Azure Argo CD
SRE strengthens reliability across all support levels
Turn recurring work into governed workflows
Start with a defined operational process. Connect the systems, agree approval points and establish how quality and outcomes will be measured.
We secure your business and the AI inside it
Discover where AI is used, apply controls to how it operates and keep oversight as systems evolve. Cybersecurity and enterprise risk controls support every layer.
What connects to the framework
- Models & agents
- Applications & APIs
- Data sources
- Cloud & infrastructure
- Security tools
ART AI Governance Framework
From AI discovery to continuous oversightContinuous governance
Monitoring & observability · Human oversight · Regulatory alignment & evidence
Operational controls
AI security testing · Model lifecycle approvals · Data governance & privacy · Guardrails
Discover & classify
AI risk register · Shadow AI inventory · Vendor due diligence
Security and risk controls across every layer
Cybersecurity
- Infrastructure & cloud security
- Offensive testing & digital risk
- Managed detection & response
Governance, risk & compliance
- Compliance management
- Risk management
- Policy & controls
- Third-party risk
Framework building blocks
AI inventory & risk register
Policy & control library
AI testing & evaluations
Runtime guardrails
Human approval gates
Monitoring & evidence collection
What you receive
Audit-ready evidence packs
Controls, assessments and decisions mapped to requirements for review.
Living AI risk register
Models, vendors, use cases and treatment actions kept together.
24/7 cyber resilience
Security monitoring with a defined incident-response path.
Board-level reporting
A clear view of risks, control gaps and actions that need attention.
Bring security and governance into your AI plans
Define the controls, expertise and ongoing support your business needs.
Customer stories
2 weeksto complete the security assessment
Testing a SaaS Platform's Security Ahead of Launch
Read the case study Operational ISMSwith clear governance and ownershipImplementing ISO/IEC 27001 for an Internet Service Provider
Read the case study 50%faster client onboardingSecuring Global Payment Connectivity with Mutual TLS
Read the case studyFrequently asked questions
How is ART AI Stack different from your services?
Our services provide the team and delivery engagement. ART AI Stack™ is the framework of specialised agents, reusable workflows and controls that supports that work. The approach is configured for each engagement.
Do we need to replace our current systems?
We start by assessing the systems, data and interfaces you already use. The integration work and any changes needed are agreed around the selected workflow.
How does the stack support legacy modernisation?
We use code analysis and business-rule discovery to understand the existing system, then plan migration in manageable stages. Behaviour comparisons, testing and human review help validate the replacement before cutover.
Can we start with one workflow?
Yes. We can define one bounded use case, agree its inputs, approval points and success measures, and evaluate it before expanding.
Where do people stay involved?
Your team owns business policies and decisions. We define where agents can act, when they must escalate and which actions require explicit approval.
How do we know an agent is ready for our environment?
We agree acceptance criteria, test representative cases, assess integration and data requirements, and review quality and controls before deployment.
Who owns the assets and where will they run?
Deployment, licensing, ownership and handover requirements are agreed for the engagement. We clarify what is reused, what is built for you and how it will be operated.
Put ART AI Stack™
to work for your business
Bring us a product, a system to modernise or a workflow to improve. We’ll help define the scope, controls and measures of success.