Applied AI consulting & implementation services
Apply AI to specific business problems instead of forcing the business to fit the technology.
XCentium designs and implements AI-enabled applications, experiences, integrations, assistants, and workflows around defined business needs. We bring together models, enterprise data, APIs, digital platforms, governance, and user experience to turn AI capabilities into solutions people can actually use.
Move AI from experimentation into something useful
Organizations often begin with an interesting model, prototype, or proof of concept. The harder work begins when that idea needs to interact with enterprise information, fit into an existing experience, meet security requirements, perform consistently, and support a real business process.
Applied AI focuses on solving that implementation problem.
We help determine where AI adds value, design the surrounding solution, connect the required systems and information, evaluate how it performs, and put the capability into use.
How we help with applied AI
Use-case solution design
Translate prioritized AI opportunities into solution requirements, workflows, architecture, success measures, and a practical path to production.
AI application development
Design and build AI-enabled applications and features that combine model capabilities with business logic, interfaces, and enterprise systems.
Model selection & integration
Evaluate model and platform options for the use case, select the right approach, and integrate the model into the surrounding architecture rather than treating it as the entire solution.
Enterprise data & systems integration
Connect AI with the approved data, APIs, applications, content, and operational systems needed to provide relevant context or support business actions.
Evaluation, safety & guardrails
Define expected behavior, test outputs, establish quality and safety controls, and determine where human validation or intervention is required.
Deployment & optimization
Move solutions into production, monitor performance, identify issues, and refine prompts, workflows, integrations, and operating practices over time.
Common challenges we help solve
AI proofs of concept without a production path
Unclear model or technology choices
AI disconnected from enterprise data
Custom use cases that do not fit packaged products
Limited integration with existing applications
Inconsistent AI output quality
Security and governance concerns
Difficulty measuring real-world value
AI initiatives that employees or customers do not adopt
Related assessments & offers
AI use case workshop
Identify practical AI opportunities aligned to your business goals, workflows, and operational priorities.
Custom solution discovery workshop
Define requirements, workflows, and technical direction before moving into solution development.
Data readiness assessment
Evaluate the quality, structure, and accessibility of your data to support analytics and AI initiatives.
Frequently asked questions
Applied AI is the use of artificial intelligence to solve a specific business, customer, or operational problem. The focus is on the complete solution around the AI capability, including data, integrations, business logic, user experience, governance, and measurement.
XCentium provides applied AI consulting and implementation services across AI use-case implementation, custom application development, model evaluation and integration, enterprise data and system integration, evaluation and guardrails, deployment, and ongoing optimization.
Not necessarily. Generative AI can be part of an applied AI solution, but applied AI describes the broader use of AI to address a real requirement. The right technology depends on what the solution needs to accomplish.
Yes. XCentium designs and implements custom AI-enabled applications, experiences, integrations, assistants, and workflows around specific business and technical requirements.
Yes, when appropriate for the use case. XCentium can connect AI solutions with approved enterprise data and systems while accounting for data quality, permissions, security, governance, and system-of-record responsibilities.
XCentium works with AI capabilities across Microsoft, OpenAI, Anthropic, and Salesforce. Depending on the use case, that can include Microsoft AI services, OpenAI models and APIs, Anthropic Claude, and Salesforce Agentforce, connected with the enterprise data, applications, security, and governance required by the solution.
Evaluation can include whether the system produces useful and accurate outputs, follows intended instructions and boundaries, accesses the correct information, handles failure conditions, respects permissions, and supports the measurable outcome the use case was designed to improve.
Move AI from concept to implementation
If you have an AI opportunity but need to connect the technology with real data, systems, workflows, and users, we can help put the complete solution together.