AI consulting and implementation services

From AI opportunity to working system

AARI GROUP helps businesses move from AI interest to practical implementation. We review the domain, map the workflow, design the AI system, prepare the implementation plan, and support delivery with the right technical and operational controls.

Our work can include RAG architecture, LLM optimisation, prompt engineering, document processing, workflow automation, human review design, and secure client data handling.

Core services

Services built for real operational value

AARI GROUP provides consulting-led AI services for businesses and organisations that want practical systems, not generic automation claims.

01

AI Opportunity Review

We review business operations to identify where AI can create practical value across workflows, documents, communication patterns, admin pressure, follow-up gaps, system usage, and decision points.

Best for businesses that know AI could help but need clarity on where to begin.

02

Domain and Workflow Mapping

AARI GROUP maps your business domain, processes, information flow, user roles, document types, handoffs, and review points so AI systems are specific to the real work.

Best for complex operations, document-heavy workflows, or repeated manual processes.

03

RAG-Supported AI Systems

We design systems that retrieve and use approved business knowledge such as policies, procedures, templates, reports, notes, FAQs, and internal reference material.

Best for internal knowledge assistants, onboarding support, admin teams, and structured workflows.

04

Internal AI Knowledge Assistants

We help design assistants that answer staff questions using approved documents and knowledge sources, improving access, consistency, and operational context.

Best for teams with procedures, policies, templates, and recurring operational questions.

05

Document Intake and Summarisation

We design AI workflows that read, summarise, classify, and extract information from forms, reports, applications, contracts, emails, notes, client documents, or operational records.

Best for admin-heavy businesses, service providers, compliance-adjacent workflows, and document processing tasks.

06

Agentic AI Workflow Design

AARI GROUP designs structured AI-assisted workflows that can classify enquiries, extract details, check missing information, retrieve knowledge, draft responses, create tasks, and send outputs for human review.

Best for enquiry triage, support triage, lead qualification, task routing, follow-up, and internal operations.

07

Prompt Engineering and Simulation Testing

We develop refined prompt structures, test them against simulated business scenarios, review failure cases, and improve behaviour before real use.

Best for repeatable AI outputs, controlled drafting, consistent summaries, and workflow-specific behaviour.

08

LLM Cost Optimisation

We consider model choice, prompt size, context retrieval, batching, caching opportunities, workflow steps, and usage patterns to help control operating cost.

Best for systems expected to run regularly, process documents, support staff, or operate across repeated workflows.

09

AI Implementation Planning

We prepare practical implementation plans covering system design, workflow steps, data requirements, RAG requirements, prompt strategy, user roles, review controls, risks, testing, delivery stages, and support needs.

Best for businesses ready to move from idea to implementation.

10

AI Delivery Support

AARI GROUP supports scoping, system design, workflow configuration, prompt refinement, testing, documentation, rollout planning, and post-delivery improvement.

Best for clients that need practical support moving from plan to working AI system.

11

AI Governance and Data Handling Guidance

We help define practical AI usage guidance, data handling rules, human review points, permission boundaries, and operational controls.

Best for businesses introducing AI responsibly across teams, documents, and client-facing workflows.

Not sure which service fits?

Start with the business problem

AARI GROUP can help determine whether AI is suitable, what kind of system is needed, and what the safest implementation path looks like.

Send an enquiry