AI, Data & Intelligence
Enterprise AI Solutions
AI applied to recurring enterprise problems such as document-heavy processes, service desks, sales forecasting and knowledge retrieval, rolled out across departments on a shared, governed platform.
Capability overview
What enterprise ai solutions involves
Enterprise AI solutions address problems that appear in almost every large organisation: invoices and contracts processed by hand, support teams answering the same questions, planners forecasting in spreadsheets and employees unable to find policy documents. These are well understood patterns, so the risk lies in rollout and adoption rather than invention.
Instead of each department buying its own AI tool, we build a shared foundation with common identity, data access controls, model gateways, logging and evaluation. New use cases then reuse that foundation, which keeps costs and risk manageable as AI spreads beyond the first team.
What is included
Common enterprise use cases
Document processing
Extraction and validation of data from invoices, purchase orders, claims and contracts, posted to ERP or case systems with human review of low-confidence fields.
Service desk assistance
Ticket classification, suggested responses and knowledge retrieval for IT, HR and customer service agents inside their existing tools.
Forecasting and planning
Demand, cash flow and workforce forecasts that combine historical data with business drivers, delivered into planning systems.
Knowledge search
Permission-aware search and question answering across SharePoint, Confluence, file shares and policy libraries.
Shared AI platform
Model access gateway, prompt and evaluation management, usage monitoring and cost allocation reused by every department.
How we work
How we deliver enterprise ai solutions
Department intake
Each department's candidate use case captured in a common template covering volumes, systems, data and expected benefit.
Platform foundation
Shared services for identity, data connectors, model access and logging set up once before the first solution goes live.
First solution rollout
The highest-value use case deployed with one department and measured against its baseline over several weeks.
Adoption programme
Training, champions and feedback channels help staff trust the tool and report cases where it gets things wrong.
Scale-out
Proven solutions extended to further departments and new use cases added to the platform backlog each quarter.
Related capabilities
Related capabilities in Artificial Intelligence
Custom AI Development
Bespoke machine learning, computer vision and language models trained on your proprietary data for problems that off-the-shelf AI products and general-purpose models cannot solve well enough.
AI Application Development
Full-stack development of web and mobile applications with AI at their core, covering the interface, backend, model calls, streaming, error handling, access control and the cost of every request.
AI Solution Architecture
Architecture decisions for AI systems: which models to use and where they run, retrieval versus fine-tuning, data flows and permissions, latency and cost budgets, and how the whole system is evaluated.
AI Assistants
Rollout and governance of ready-made workplace AI assistants such as Microsoft 365 Copilot, Gemini for Google Workspace and ChatGPT Enterprise, so licences turn into real productivity rather than idle seats.
Explore further
Explore connected pages
Related services
Related solutions
Digital Transformation Solutions
Business and application solutions that modernise how work gets done. Acmez shapes digital…
Custom Business Solutions
Business and application solutions that modernise how work gets done. Acmez shapes custom…
Enterprise Application Solutions
Business and application solutions that modernise how work gets done. Acmez shapes enterprise…
Enterprise Integration Solutions
Cloud, security, integration, modernization and platform engineering solutions. Acmez shapes…
Where this applies
Healthcare & Life Sciences
Technology systems for regulated environments where privacy, auditability and continuity…
Manufacturing & Industrial
Connected operations, asset, field, supply chain and industrial platforms for complex operating…
Banking, Financial Services & Insurance
Technology systems for regulated environments where privacy, auditability and continuity…
E-Commerce
Digital platforms for customer experience, operations, commerce, content, marketing and service…
Questions & answers
Questions about Enterprise AI Solutions
Cannot find what you need? Our team responds to technical and commercial questions within one business day.
Ask a questionEnterprise AI solutions apply established patterns to common business problems and focus on rollout at scale. Custom AI development builds new models for problems where existing approaches and products do not work.
Yes. Solutions can be built on Azure AI services, Google Vertex AI or AWS Bedrock within your own tenancy, so data stays under your existing security and compliance controls.
Each solution has a baseline taken before launch, such as handling time per document or first contact resolution rate, and the same measure is tracked after rollout.
The shared platform foundation is a fixed-price project. Each solution is then quoted as its own phase, and ongoing operation can move to a monthly managed service.
Next step
Discuss enterprise ai solutions with Acmez
Share what you need to change, build, integrate or support. We will map the practical next step.