AI Automation & Intelligent Agent Services

Put Compliant, Production-Ready AI to Work Across Your Business

We design, build and run AI automation — from intelligent agents and RAG systems to connected workflows — on a modern engineering stack with governance built in from day one.

AI Automation & Intelligent Agents

AI Automation Built for Real-World Use

AI creates value when it is reliable, useful and ready for production. iValuePlus designs, builds and runs LLM-powered agents, RAG systems, MCP tooling and workflow automation with human oversight and a complete audit trail.We engineer the full solution: intuitive user experiences, secure APIs and orchestration, and the models behind the reasoning.

We don’t stop at a proof of concept. Every solution is evaluated, guardrailed and monitored — so it behaves predictably on real data, at real volume, long after launch. Your agents work where your business already runs: integrated with your existing tools, data and systems rather than bolted on beside them. We keep AI accountable — with role-based access, data privacy by design, and defences against hallucination and prompt injection built in from day one.

And because we deliver it as a managed service, you get a team that owns the outcome end to end: from discovery and build to deployment, tuning and ongoing support. Start small, prove the value on a single high-impact workflow, then scale on evidence.

AI automation and intelligent agent
AI Service and Engineering Stack

Our AI Service & Engineering Stack

  Intelligent agents, RAG systems and MCP tooling
  Workflow automation with n8n and system integrations
  React and TypeScript experiences and agent consoles
  Python and FastAPI services with clean API design
  PostgreSQL, encrypted secrets and structured audit data
  Draft-first workflows with human oversight
  EU AI Act and GDPR compliance by design
  Managed services and project-based delivery

Core DevOps & Cloud Capabilities

The complete set of tools, frameworks and platforms our engineers work with across projects. Highlighted chips show the technologies we lead with in most engagements.

Frontend & Experience

ReactNext.jsTypeScriptTailwind CSSVercel AI SDKStreaming UI (SSE)Real-time ChatWebSocketsAgent DashboardsTanStack QueryZustand/ReduxFramer MotionRecharts/Data VizResponsive & Accessible UI

Backend & APIs

PythonFastAPINode.jsExpress.jsDjango/FlaskREST APIsGraphQLgRPCWebSocketsPydanticAsync/AwaitCeleryJWT/OAuth2RBACRate LimitingOpenAPI/SwaggerMicroservices

AI Agents & Automation

AI AgentsAgent OrchestrationMCP (Servers & Clients)Multi-Agent SystemsFunction/Tool CallingReAct & Planner-ExecutorAgent Memory & StateHuman-in-the-LoopCrewAIAutoGenLangGraphWorkflow AutomationAgent Guardrails

RAG & Vector Databases

RAGHybrid SearchSemantic SearchReranking (Cohere/BGE)Chunking StrategiesEmbeddings (OpenAI/BGE/Instructor)Knowledge BasesPineconeQdrantChromapgvectorMilvusWeaviateFAISSGraphRAGRAG Evaluation (RAGAS)

LLMs, Generative AI & AI Frameworks

OpenAIClaudeGeminiLlamaMistralPrompt EngineeringStructured Outputs / JSON ModeFine-Tuning (LoRA/QLoRA/PEFT)RLHF/DPOQuantizationModel Routing & FallbacksToken/Cost OptimizationLangChainLangGraphLlamaIndexHugging FaceSemantic KernelDSPyOllamavLLM

Data & Orchestration

n8nApache AirflowPrefect/DagsterTemporalPostgreSQLRedisKafkaRabbitMQEvent-Driven ArchitectureWebhooksETL/ELT PipelinesdbtRelevance AI

NLP & Machine Learning

Document IntelligenceOCRText ClassificationInformation Extraction (NER)SummarizationSentiment AnalysisRecommendation SystemsPredictive AnalyticsTime-Series ForecastingAnomaly DetectionspaCyscikit-learnPyTorch/TensorFlowTransformers

Cloud & Infrastructure

AWSAzureGCPDockerKubernetesServerless (Lambda/Cloud Run)NginxCI/CDTerraformGitHub Actions

AI Observability, Evaluation & Guardrails

LangSmithLangFuseArize/PhoenixRAGASEval HarnessesHallucination DetectionPrompt-Injection DefensePII RedactionContent ModerationGuardrails AI

Databases & Storage

PostgreSQLMySQLMongoDBRedispgvectorSupabaseFirebaseS3 / Blob Storage

Integrations & Automation Platforms

n8nZapierMakeSlack/Teams/DiscordWhatsApp/TwilioCRM (HubSpot/Salesforce)Google Workspace / Microsoft 365StripeWebhooks & APIs

Security & Compliance

OAuth2 / OIDCRBACSecrets ManagementData Privacy (GDPR)PII HandlingPrompt-Injection & Jailbreak DefenseAudit Logging

Testing & Quality

pytestJestPlaywrightLLM Evaluation & Regression TestingLoad/Performance Testing

AI Expertise

Few of our AI-powered capabilities

Bespoke Platforms

Custom-built solutions designed to meet your unique business needs.

  • Assessment Management — AI exam creation, delivery & proctoring
  • Content Generation — learning content, video agents, handbooks
  • Bid Orchestration — RAG-powered analysis & proposal workflows

Quality Assurance

Quality across critical applications, integrations and customer journeys.

  • Security, API & database testing
  • Test automation & regression coverage
  • AI-assisted test-case generation

CMS Integration

Connected content and commerce experiences for your digital channels.

  • WordPress integration & customization
  • Shopify integration & workflow support
  • Reliable content & commerce operations

DevOps Automation

Stronger release processes and operational reliability through automation.

  • CI/CD pipeline implementation
  • Infrastructure automation & monitoring
  • DevSecOps & continuous improvement

How We Deliver

From intended use to governed production

Understand the intended use

Understand the intended use

We start with the use, not the technology — clarifying the business goal, users and, for AI, the intended purpose and risk classification under the EU AI Act.

Assess risk & compliance

Assess risk & compliance

We map transparency, human oversight, data handling, retention and security obligations early. Controls are designed in from the start, not bolted on.

Design architecture & agents

Design architecture & agents

We select the right stack, model and orchestration, then design agents with bounded, authorised scopes and draft-first human-in-the-loop flows.

governed platform

Build on a governed platform

We build on the IVPHUB AI Platform and proven engineering standards. Role-based access, encrypted secrets, tenant isolation and a full audit trail come as defaults.

Enabling Strategic

Test, secure & assure quality

Every solution is validated through security, API and database testing, test automation and case generation — plus provenance, moderation and consent checks.

why-us

Why Us

The full delivery stack, with governance as a default
We bring the full delivery stack together — from user experience and LLMs to APIs, data and quality assurance — while making governance a default. The IVPHUB AI Platform gives your AI agents a secure, multi-tenant home instead of scattered scripts and disconnected tools.
 
Your goals, our engineering, and responsible AI delivery built to perform in production.

Industry Domain Expertise?

Healthcare

Healthcare

HIPAA-compliant pipelines
Fintech

EDtech

Scalable LMS platforms
Government & Public Sector

Government & Public Sector

Citizen services, document intelligence
Cyber security

Cybersecurity

DevSecOps & zero-trust
Logistics & Supply Chain-

Logistics & Supply Chain

Route optimization, warehouse automation
Manufacturing

Manufacturing

Predictive maintenance, quality inspection
Bank

Banking & FinTech

Fraud detection, intelligent automation
Telecom

Telecom & Energy

Network ops, field & asset intelligence

Engagement Models

Managed Services 

We own the outcome end to end — ongoing build, run and improvement.

Project-Based Delivery

Defined scope, timeline and budget with clear milestones and handover. Build, Operate & Transfer also available.

Compliance & Standards

Governed by design

Compliance

What We Have Delivered

AI Automation & Intelligent Agents
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CMS, DevOps & QA Projects
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Managed & Project Deliveries
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FAQs

We design, build and run AI automation end to end — LLM-powered agents, RAG systems, MCP tooling and workflow automation with n8n — on a modern React, Python and PostgreSQL stack governed by EU-grade compliance.

The IVPHUB AI Platform is our multi-tenant AI Agent Management Platform. It gives organisations one governed place to manage AI agents, with access control, encrypted secrets, tenant isolation and a full audit trail.

Yes. We build compliance by design, benchmarked against the EU AI Act as applied in Portugal and the GDPR. Transparency, human oversight, data-subject rights, auditability and security are built in as defaults.

Both. Alongside AI, we provide WordPress and Shopify integrations, containerised delivery, CI/CD, cloud infrastructure and observability, plus QA covering security, API and database testing, test automation and test-case generation.

Yes. We can add AI automation, harden compliance and quality, or extend an existing product while building on your current stack rather than replacing it.

Every AI solution is draft-first: AI proposes and a person reviews, confirms and can reverse. Actions are explicitly authorised, inputs and outputs are screened, and every action and AI call is logged.

Choose managed services for ongoing build, run and improvement, or project-based delivery for a defined scope, timeline, budget and handover. We also support Build, Operate & Transfer engagements.

We bring experience across regulated and fast-moving industries including Telecom, Healthcare, Fintech, Energy, EdTech, Cybersecurity, Logistics, Insurance, Banking, Retail and Industrial.

Get in touch with our AI team. We begin by understanding your intended use and risk profile, then propose an approach, stack and engagement model that fits.

Let Us Help Your Business To
Move Forward.

Ivalueplus business services