Turn AI opportunities into
work that actually gets done.
We connect your systems, automate repeatable workflows and build AI assistants or agents that reduce workload—while keeping people in control of the decisions that matter.
AI creates value when it becomes part of the workflow.
A chatbot, prompt or isolated experiment rarely changes the workload by itself. Real impact comes when the solution has access to the right information, connects with the right systems and knows what it may do next.
We build the complete operating system around the AI—not only the AI component.That includes the data sources, integrations, business rules, permissions, approvals, monitoring and exception handling required to make the solution reliable in daily work.
Six building blocks for reliable intelligent automation.
Each solution uses only the components the workflow needs. Sometimes a dependable integration is enough. Sometimes AI must interpret information. Sometimes an approved agent can complete several steps independently.
System integrations
We connect the tools that hold the product, customer, order, financial and operational information needed by the workflow.
In practice- Shopify, ERP, PIM, CRM and accounting connections
- APIs, webhooks, databases and secure data exchange
- Marketplace, fulfilment and customer-service platforms
- Validation, mapping and synchronisation rules
Workflow automation
We automate clear, repeatable processes where rules and outcomes can be defined without asking AI to guess.
In practice- Create documents and update statuses
- Route orders, tickets, files and approvals
- Send notifications and request missing information
- Reconcile transactions and flag exceptions
AI assistants
An assistant prepares information, content or a recommendation for a person. It reduces research and preparation time while the user remains responsible for the final action.
In practice- Draft replies using order and policy context
- Create and enrich product content
- Summarise documents, meetings and performance
- Answer questions across approved company knowledge
AI agents
An agent can complete an approved multi-step workflow across several tools. It works within defined permissions, verifies the result and escalates cases that need judgement.
In practice- Collect data and update connected systems
- Follow up missing documents or information
- Execute approved service or admin workflows
- Monitor progress and hand over exceptions
Document & knowledge intelligence
We make information in files, emails, manuals, policies and databases searchable and usable inside a controlled workflow.
In practice- Extract data from invoices and supplier files
- Build internal knowledge assistants
- Search policies, procedures and product information
- Use source-grounded answers with references
Monitoring & exception control
Automated work must remain visible. We build logs, performance views, confidence thresholds and queues for anything the system cannot safely complete.
In practice- Action logs and audit trails
- Success, error and workload dashboards
- Confidence and approval thresholds
- Alerts, retries and human escalation
Have a workflow in mind—but not yet the technical route?
We translate the business process into the right combination of rules, integrations, automation, AI and human checkpoints.
Automation, assistant or agent?
The most advanced option is not automatically the best one. We select the lowest level of autonomy that can deliver the result safely and reliably.
“When this happens, do that.”
Best for stable rules and predictable inputs. The system executes the same approved action every time.
“Prepare this so I can decide.”
Best when information must be interpreted, created or summarised before a person takes action.
“Complete this workflow within these limits.”
Best for multi-step work where the path may vary, but permissions, controls and escalation rules are clear.
Practical AI for the work that consumes the week.
We focus on workflows where automation creates measurable capacity, consistency or speed—not on adding AI to tasks that already work well.
Administration & accounting
Reduce document handling, repetitive checks and re-entry between commerce and finance.
- Invoice and document data extraction
- Order, payment and payout reconciliation
- Peppol and accounting workflow support
- Missing-document follow-up
- Exception preparation for human review
Product creation & enrichment
Turn incomplete supplier information into consistent, channel-ready product records faster.
- Extract attributes from files and images
- Classify products and map taxonomy
- Create descriptions, SEO and translations
- Adapt content by marketplace or market
- Flag missing or conflicting information
Customer service & returns
Give service teams instant context and automate routine follow-up without losing the human tone.
- Classify tickets and identify intent
- Retrieve order, tracking and policy context
- Draft personalised responses
- Guide return and refund workflows
- Detect recurring service issues
Marketing & content operations
Increase output without turning the brand into a generic content machine.
- Create channel-specific content variations
- Prepare campaign and email drafts
- Segment products and audiences
- Summarise performance and tests
- Repurpose approved content across markets
Operations & exception handling
Monitor connected workflows and bring only the cases requiring intervention to the team.
- Detect failed synchronisations
- Investigate stock or fulfilment differences
- Route exceptions to the correct owner
- Prepare context and suggested next actions
- Track completion across partners
Management & reporting
Make business information easier to access, explain and turn into action.
- Dynamic KPI summaries
- Trend and anomaly detection
- Natural-language questions across data
- Meeting preparation and action follow-up
- Forecast and scenario support
The intelligence is only one layer.
A reliable solution combines company knowledge, systems, workflow logic and human control. We design every layer together.
People & governance
Ownership, approvals, permissions and escalation
Workflow & controls
Business rules, actions, thresholds and audit trail
AI & reasoning
Interpretation, generation, classification and planning
Knowledge & data
Products, policies, documents, customers and performance
Systems & integrations
Shopify, ERP, CRM, PIM, accounting, support and APIs
Automation needs boundaries, not blind trust.
We determine the level of control from the consequences of a mistake. Low-risk work can run automatically; sensitive actions require additional verification or explicit approval.
Minimum permissions
Each solution receives only the systems, records and actions required for its defined job.
Approved information
Answers and decisions use controlled company data, policies and sources instead of unsupported assumptions.
Clear thresholds
Low-confidence or incomplete cases are stopped and routed to a person with the available context.
Human checkpoints
Financial, customer-sensitive or high-impact actions require the agreed level of human confirmation.
Logs and evidence
Inputs, outputs, actions and approvals are recorded so the workflow can be reviewed and improved.
Recovery paths
Retries, alerts and manual procedures keep work moving when a system or AI component is unavailable.
Build small enough to learn. Strong enough to use.
We begin with a valuable, bounded workflow and prove it with real cases before expanding scope or autonomy.
Workflow & success
Agree the job, users, volume, desired result, business rules and measurable success criteria.
Solution & controls
Map data, integrations, AI tasks, actions, permissions, approvals and exception routes.
Working first version
Connect systems and create the smallest complete workflow capable of delivering real value.
Real cases & edge cases
Validate normal work, incomplete inputs, unusual situations, security and failure recovery with users.
Adoption & monitoring
Train owners, document controls, activate the workflow and monitor results closely.
Performance & expansion
Use errors, exceptions, user feedback and measured impact to strengthen or extend the solution.
A working solution—not a concept deck.
Configured workflow
The approved process implemented across the selected systems and AI components.
Integrations & data flows
Secure connections, mapping, validation and synchronisation required by the solution.
Controls & monitoring
Permissions, approvals, logs, alerts, exception queues and performance visibility.
Documentation & training
Clear operating instructions for users, owners and technical support.
Measurement plan
Baseline and KPIs for workload, speed, quality, cost and business impact.
Improvement roadmap
Next optimisations, dependencies and responsible opportunities for further automation.
More work completed. Less work passed around.
- Less repetitive administration and manual re-entry
- Faster product, service and marketing workflows
- More consistent results across teams and markets
- Clear human ownership for exceptions and sensitive decisions
- AI connected to reliable business information
- Scalable capacity without matching headcount growth
Which workflow should require less human effort?
Show us the work, the systems and the recurring exceptions. We will define the right level of automation and build a solution your team can use, understand and trust.