02 / 08 · AI built into your systems and workflows
AI Integrations & Workflows
Put AI inside your systems and workflows, so it solves real operational problems and not just demos.
More than connecting AI tools: we integrate AI into your business systems, connect your data sources, automate workflows and build intelligent processes around the operational problems you actually have, within the permissions you set.
Try it
Switch the sources on. Watch questions become answerable.
AI is only as useful as what it can reach. Connect a source, then ask a question that needs it.
Connect AI to your systems
Illustrative · switch sources on, then ask
1. Connected sources
2. Ask
Answer · from Database
Revenue by region, as a table and chart, with the weakest region flagged against target.
Guardrail: Read-only. Only the tables this user's role may see.
Problems we solve
AI sits in a demo, disconnected from the data that matters.
Your databases, documents and APIs connected as data sources, within the permissions you set.
Your applications could use AI, but adding it feels risky.
AI features built into existing websites, apps and internal tools, with testing, fallbacks and human review.
Routine, multi-step work still runs through people.
Workflows automated end to end: classification, extraction and routing, with approval for consequential actions.
What we build
Open any service for the full brief: what we provide, where it fits and where AI can help.
Generative AI & custom AI applications
AI features built into your products and workflows.
- AI features for websites, mobile apps and internal systems
- LLM integration and model selection based on requirements
AI data analysis, reporting & BI
Ask your data a question, get a chart or a report.
- Natural-language interfaces to approved data sources
- Business-question and analysis workflows
Workflow automation & process support
Classify, extract and route the repetitive work.
- Classification and routing of incoming requests
- Extraction from supported documents and messages
AI consulting, integration & optimisation
Find where AI helps, then make it reliable.
- Opportunity discovery and use-case prioritisation
- Data readiness and integration assessment
Built for a client · AI agent
KoutGPT
An AI agent we built for Kout Food Group. Authorised people sign in, choose a data source and ask their business anything, in plain language.
- Sign-in for each user
- Choose the data source
- Type or speak a question
- Answers shown as graphs as well as text
- Saved chats and analysis, searchable
- Projects to keep work organised
Screens from the live app.
Read the case study
Stronger with the rest
AI Integrations & Workflows rarely works alone. This is how it joins the other capabilities.
- AI Integrations & Workflows + AI AgentsIntegrations give agents their access to data; agents give users an interface to it.
- AI Integrations & Workflows + Web & AppsAI features built into the websites, apps and internal tools we develop.
- AI Integrations & Workflows + DevOpsAI services deployed, monitored and recovered like the rest of your stack.
- AI Integrations & Workflows + CRM MarTechAI that reads CRM data, drafts campaign variants and summarises journeys, under your rules.
- AI Integrations & Workflows + Logistics SystemsWorkflows that classify documents, route exceptions and keep order and delivery systems in step.
Tools and technology
- Techniques
- Machine learningPredictive analyticsNLPRAGLLM reasoningMCP
- Frameworks and models
- TensorFlowPyTorchOpenAI, Claude and LLaMALangChainHugging Face
- Connects to
- SQL databasesOracleMongoDBDocumentsAPIs
AI outputs are checked where accuracy is consequential, and any action against business systems follows explicit permissions and approval rules.