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Services/AI & Machine Learning

AI & Machine Learning Services

Explainable, reliable AI systems that deliver transformative impact

We build intelligent systems that solve real business problems and deliver measurable ROI. From autonomous workflows to custom LLMs, we engineer AI that transforms operations without the hype.

White Widget builds AI systems that actually solve business problems—we don't just demo impressive capabilities, we deploy intelligent automation that works in production environments.

Our AI implementations have helped startups automate complex workflows that previously required entire teams, enabled enterprises to predict and prevent million-dollar operational failures, and supported fast-growing companies in scaling intelligent decision-making across global operations. We start with your messiest manual processes and engineer solutions that compound business value over time.

Autonomous AI that actually gets work done instead of just answering questions.AI can help craft emails, but what if AI could send them too? Our AI agent development services build intelligent assistants that don't just think—they act. They process orders, update records, and handle entire workflows.

How we get it done:

Agentic AI system design and autonomous workflow development
Multi-step reasoning and intelligent decision-making capabilities
Business system integration with proper security and safeguards
Action execution workflows with human oversight when needed
Performance monitoring and continuous learning optimization

Custom LLM, GraphRAG & Knowledge Graph Development Services

AI that understands how everything in your business connects to everything else.Basic RAG is like giving AI a pile of documents to search through. GraphRAG is like giving it a map of how all your business information relates to each other. Our GraphRAG development services and knowledge graph implementation create AI that understands context, relationships, and the subtle connections that make your business unique.

How we get it done:

GraphRAG implementation that maps relationships between all your business data
Knowledge graph development for complex business relationship understanding
Semantic AI systems that understand meaning and context, not just keywords
Custom LLM fine-tuning on your industry-specific data and business processes
Secure data processing with enterprise-grade privacy protection and continuous learning

AI Chatbot & Conversational AI Development Services

Smart chatbots that solve problems instead of making customers want to throw their phones out the window.Most chatbots are basically fancy "please hold" messages that waste everyone's time. We build conversational AI development services that actually understand what customers need and can access your systems to help them. Your customers get real assistance, your team handles fewer repetitive questions.

How we get it done:

Advanced natural language processing for human-like conversations
Multi-turn dialogue handling with context awareness and memory
Voice agent development for phone-based customer service automation
CRM and business system integration for real-time information access
Continuous improvement through conversation analysis and customer feedback

End-to-end automation that handles the boring stuff so you don't have to.Traditional automation breaks the moment something unexpected happens. Our AI workflow automation services create intelligent processes that adapt, make decisions, and handle exceptions without calling IT every five minutes.

How we get it done:

Business process analysis and intelligent automation opportunity identification
Smart document processing and automated data extraction
Exception handling algorithms with seamless human escalation
Decision-making workflows that adapt to process variations
Full integration with existing business systems and approval workflows

AI that works with everything—text, images, videos, and probably your coffee machine too.Your business doesn't just create text documents. You have product photos, meeting recordings, training videos, and presentations. Our multi-modal AI development services build systems that understand all your content types together, not separately.

How we get it done:

Computer vision integration for intelligent image and video analysis
Audio processing with speech recognition and transcription capabilities
Document understanding that combines text and visual elements seamlessly
Content generation across multiple media types and formats for use in marketing, publishing and preserving your authentic brand voice
Unified AI interfaces that process your business content intelligently

Turn your data into predictions that actually help you make better business decisions.Your business generates tons of data, but spreadsheets and dashboards only tell you what happened yesterday. Our machine learning development services create predictive models that forecast what happens next, so you can make decisions based on tomorrow, not yesterday. We work closely with your team to build models that fit your specific business needs and integrate seamlessly with your existing systems.

How we get it done:

Predictive analytics and forecasting model development for business planning
Recommendation systems for personalized customer experiences and increased sales
Anomaly detection for fraud prevention and quality control automation
Real-time ML processing for instant decision-making and automated responses
Custom model training optimized for your specific industry and data patterns

Strategic AI planning that gets you from "AI sounds cool" to "AI makes ROI."Most companies are stuck showing impressive AI demos to each other while competitors quietly implement AI that actually improves their business. Our AI strategy and implementation services help you skip the demo phase and build AI that delivers measurable results. We typically complete comprehensive strategy development within a few weeks, giving you clear direction and practical next steps.

How we get it done:

AI opportunity assessment focused on high-impact business applications
ROI analysis and detailed business case development for AI initiatives
Implementation roadmap with realistic timelines and resource requirements
Data strategy and infrastructure planning for successful AI deployment
Change management and team training for smooth AI adoption across your organization

Build AI that acts, not just answers

Most AI projects are expensive demos that never reach production. We engineer intelligent systems that integrate seamlessly with your operations, delivering automation that scales and insights that drive decisions. No buzzwords, just results.

Assess

We start with your business problem, not the latest AI trend. Through data auditing and opportunity analysis, we identify where AI creates real value—so you invest in solutions, not experiments.

Architect

From data pipelines to model deployment, we design AI systems that scale with your business. Every component is engineered for reliability, performance, and seamless integration with existing operations.

Develop

We build production-ready AI—not research projects. Custom models, robust APIs, and intelligent workflows that handle edge cases and scale automatically. Your AI systems work consistently, not just occasionally.

Deploy

Launch isn't the end—it's the beginning. We monitor performance, retrain models, and optimize based on real-world data. Your AI gets smarter over time, delivering compound returns on investment.

Turning your data into an intelligent knowledge graph

Your business generates vast amounts of unstructured data: Documents, logs, customer interactions, medical records, financial data, and more-- but raw data alone isn’t intelligence. Data is the new oil. Raw, unstructured data is just crude. White Widget refines your data into intelligence.

OWASP Top 10 for LLMs compliance

NIST AI Risk Management Framework

EU AI Act requirements

MITRE ATLAS framework for AI threat landscapes

Google's Secure AI Framework (SAIF)

ISO/IEC 42001 – AI Management System Standard

AI & Data-Science

TensorFlow · PyTorch · Scikit-learn · Pandas / NumPy · Hugging Face Transformers · LangChain · LlamaIndex

Databases & Vectors

PostgreSQL · Neo4j / GraphDB · Snowflake · Pinecone · Weaviate, Zilliz / Milvus · ElasticSearch

MLOps & Serving

Kubeflow · MLflow · Vertex AI · SageMaker · TensorFlow Serving · TorchServe · CI/CD (GitHub Actions) · Prometheus / Grafana

Cloud & Infra

AWS · GCP · Azure, Docker · Kubernetes · Terraform, NVIDIA CUDA · Cloud Run · AWS Lambda · Firebase

Languages & Frameworks

Python · TypeScript · React / Next.js · Kotlin / Flutter · Go · GraphQL · FastAPI / Express

Campgrounds — Private AI Chat, Deployed Anywhere

Run it offline, on-prem, or in your own cloud. Your data never leaves your walls.

When confidentiality is non-negotiable, Campgrounds lets you spin up an AI-native chat workspace powered by open-source large-language models—Mistral, Llama 3, Gemma—fully contained inside your infrastructure. End-to-end encryption, zero external telemetry, audit trails on every prompt—so security, compliance, and control stay exactly where they belong: with you. Whether you're handling patient records, financial transactions, or public-sector data, our encrypted chat platform Campgrounds gives you secure AI conversations with military-grade security.

“We worked with White Widget to optimize the user experience and better the company's internal communication system...that was a great achievement and effort by the team at White Widget.

E-Learning Company Executive

““I've been impressed with the depth of White Widget's technical understanding. While they have excellent UI/UX design practices, they also have a technical depth that I wouldn't necessarily expect from a design house. ”

Michael WasielewskiFounder of Generative Security

““We’re not just launching another AI tool, we’re defining how newsrooms can harness data and AI to build public trust” 

Data ScientistNews and Media Site

“We should factor in our editorial workflow more into its logic, because it is really distinguished from other bots

AI Product OwnerNews Site

““White Widget is also extremely responsive. When I give them feedback about a design, they apply it, even when they have pushback. They're not stuck in their ways; they're very open to feedback and collaborative to get an acceptable design that I want.”

Michael WasielewskiFounder of Generative Security

““You guys are the experts, that’s why I hired you.”

CTOAI Platform

How do you ensure AI projects deliver ROI instead of becoming expensive experiments?

We start every AI project with clear business metrics and success criteria. Our approach focuses on solving specific business problems with measurable outcomes, not implementing AI for its own sake. We validate feasibility and ROI potential before development begins.

What's the difference between AI agents and traditional automation?

AI agents make intelligent decisions and adapt to changing conditions, while traditional automation follows rigid rules. Our agents can handle exceptions, learn from experience, and work autonomously across complex business processes.

How do you handle data privacy and security in AI implementations?

We implement privacy-preserving techniques, secure model training environments, and data governance frameworks. AI models can be trained and deployed in your controlled environment, ensuring sensitive data never leaves your security perimeter.

Can AI integrate with our existing business systems without major disruptions?

Yes, we design AI solutions to work within your current technology ecosystem. Our integration approach enhances existing workflows rather than replacing them, minimizing disruption while maximizing value.

How long does it take to see results from AI implementations?

Most clients see initial results within 60-90 days, with significant business impact evident within 3-6 months. Timeline depends on project complexity and data readiness, but we focus on delivering value quickly.

What happens if our business processes change after AI deployment?

Our AI systems are designed for adaptability. We build learning capabilities and provide tools for updating AI behavior as processes evolve. Most changes can be implemented without rebuilding entire systems.

How do you handle AI bias and ensure fair outcomes?

We implement bias detection and mitigation strategies throughout the AI development lifecycle. This includes diverse training data, algorithmic fairness testing, and ongoing monitoring to ensure equitable outcomes.

What's required from our team to support AI implementation?

We provide comprehensive training and documentation to enable your team to work effectively with AI systems. Most implementations require minimal ongoing technical expertise from your staff.