Software Engineering2 min read
Evaluating LLM applications before they reach users
Without evaluation, every prompt or model change is a guess. How to build an evaluation practice for LLM applications that fits into normal software delivery.
AI engineering and intelligent systems
Intelligence engineered
for the real world.
From agentic AI and intelligent automation to computer vision and enterprise software, Plenware engineers technology that turns complex challenges into practical business outcomes.
- Agentic AI
- RAG and generative AI
- Intelligent automation
- Voice AI
- Computer vision
- Edge AI and IoT
Capabilities
Engineering the intelligence behind tomorrow's businesses.
Plenware combines AI engineering, software development, intelligent automation, computer vision, and IoT. That means we can deliver complete systems, from the data and models to the integrations and interfaces people use every day.
- 01AI Engineering & Intelligent SystemsGenerative AI, retrieval augmented generation, agentic systems, and machine learning engineered into software that runs reliably in production.
- 02AI Automation & Enterprise IntelligenceIntelligent process automation, AI agents, voice AI, and system integration that remove manual work and connect the way your organization operates.
- 03Computer Vision, Edge AI & IoTVisual intelligence, real time video analytics, edge inference, and connected sensing that turn physical world data into actionable information.
What we build
From intelligent ideas to real world systems.
Six kinds of systems we engineer most often, each connected to the services and solutions behind it.
AI agents and intelligent assistants
Tool using agents and assistants that plan, act through your systems, and ask a person before consequential steps.
See how we build itEnterprise knowledge systems
RAG assistants and semantic search that answer from your documents with citations and respect permissions.
See how we build itAI platforms and products
AI SaaS platforms, decision support tools, and LLM features built into the products you already run.
See how we build itComputer vision applications
Detection, tracking, pose estimation, and inspection models that turn cameras into a source of insight.
See how we build itVoice AI systems
Inbound and outbound voice agents for booking, support, and qualification, connected to CRM and telephony.
See how we build itEdge AI and IoT solutions
Optimized inference on NVIDIA Jetson and connected sensors for real time monitoring where data is created.
See how we build it
We turn complex business challengesinto intelligent systemsthat work in production.
Industries
Intelligence across industries.
Each sector has its own constraints, regulations, and opportunities. We design for them specifically.
Healthcare and Life Sciences
Knowledge retrieval, document intelligence, and workflow automation that give clinical and administrative teams more time for patients.
Education and EdTech
Adaptive learning, AI tutoring, and learning analytics that respond to each student and give educators clearer insight.
Human Resources and Recruitment
CV parsing, candidate matching, interview assistance, and recruitment automation that give recruiters structured insight while people make the decisions.
Manufacturing and Industrial Operations
Visual quality inspection, predictive maintenance, and edge monitoring for operations where downtime and defects are expensive.
Smart Cities and Infrastructure
Traffic analytics, crowd intelligence, and infrastructure monitoring processed at the edge for responsive, efficient public operations.
Research and Knowledge Organizations
Manuscript analysis, literature intelligence, and research knowledge retrieval for universities, laboratories, and publishers.
Technology and SaaS Companies
LLM features, RAG architectures, multi agent systems, and AI infrastructure built to the standards of your existing product.
Products
Purpose built products. Intelligent experiences.
Alongside client engineering, we develop our own products for healthcare, recruitment, education, research, and business automation.
How we work
From business challenge to intelligent solution.
A delivery method that starts with your objectives and continues after launch.
- 01
Discover
Understand the business, users, workflows, challenges, and objectives.
- 02
Strategize
Identify the appropriate technology, architecture, data requirements, and implementation roadmap.
- 03
Engineer
Design and develop the solution using suitable AI models, software frameworks, and integrations.
- 04
Integrate
Connect the solution with existing business systems, infrastructure, and operational workflows.
- 05
Deploy
Implement, test, optimize, and deploy production ready systems.
- 06
Evolve
Monitor performance, improve capabilities, and support future development.
Technology
Built on modern engineering foundations.
We choose tools per problem. These are the foundations our teams work with most.
AI and machine learning
Model development, training, and classical ML.
- Python
- PyTorch
- TensorFlow
- OpenCV
- Hugging Face
Generative AI
LLM applications, orchestration, and retrieval.
- OpenAI
- Anthropic
- Gemini
- LangChain
- LangGraph
- RAG architectures
Data and infrastructure
Storage, vector search, and deployment.
- PostgreSQL
- Qdrant
- Pinecone
- Docker
- Cloud platforms
- APIs and microservices
Computer vision and edge
Visual models and on device inference.
- NVIDIA Jetson
- MediaPipe
- YOLO based vision systems
- OpenPose
- Edge inference
Application engineering
Interfaces, services, and APIs.
- React
- Next.js
- Node.js
- FastAPI
Insights
Perspectives on intelligent technology.
Engineering guidance and points of view for business and technical decision makers.
Plenware at a glance
Answers to the questions we hear first.
What is Plenware?
Plenware is an AI engineering and intelligent technology company. We design, build, and integrate intelligent software systems and develop our own AI products for healthcare, recruitment, education, research, and business automation.
What does Plenware build?
Agentic AI systems, generative AI and RAG knowledge assistants, intelligent process automation, voice AI agents, computer vision and video analytics, edge AI on NVIDIA Jetson, IoT sensing systems, and custom AI software platforms.
Which industries does Plenware serve?
Healthcare and life sciences, education and EdTech, human resources and recruitment, manufacturing and industrial operations, smart cities and infrastructure, research organizations, and technology and SaaS companies.
Which AI technologies does Plenware specialize in?
Large language models from OpenAI, Anthropic, and Google Gemini, LangChain and LangGraph orchestration, vector search with Qdrant and Pinecone, PyTorch and TensorFlow, OpenCV, MediaPipe, YOLO based detection, and NVIDIA Jetson edge deployment.
What products does Plenware offer?
FrejaAI for conversational and voice AI, RecrubotX for recruitment intelligence, Reviewer for research manuscript analysis, LearnoviaX for adaptive learning, DoctorBotX for healthcare knowledge assistance, Bokafy for AI booking, and Medepad for digital healthcare.
How can businesses work with Plenware?
Most engagements begin with a discovery conversation about your objectives, followed by a scoped plan covering architecture, data, and delivery. We then engineer, integrate, deploy, and support the solution. Organizations can also license our products or partner with us on new ones.
Have a complex challenge? Let's engineer the solution.
Tell us what you're trying to achieve. Our team will help identify the right technology, architecture, and implementation approach.