Understand the situation
We agree the objective, stakeholders, and requirements, then propose a scope and estimated effort.
Process automation
Copying data, reconciling records, and chasing missing details takes time and creates opportunities for error. We connect your applications with n8n and add AI where it helps. Your existing process is the starting point.
An example of a workflow with human approval.
These scenarios illustrate possible applications. We assess their value using your volumes, handling times, and systems. They are examples rather than client references.
The situation: Suppliers send product information in different spreadsheets and documents. Your team maps fields, fills in missing details, and prepares the data for your shop or ERP.
Possible workflow: n8n receives the files and maps information using agreed rules. Checks flag missing required fields and conflicting values. AI can extract information from documents and draft text based on supported product facts. Unclear cases and drafts go for approval before data is transferred through an available interface.
Objective & measurement: Reduce manual preparation. In the pilot, we compare processing time, correction effort, and the proportion of records requiring additional review.
Illustrative objective Less manual data preparation.
The situation: Orders arrive through your shop and by email. Your team checks customer and product details across applications and follows up on missing information manually.
Possible workflow: n8n brings together available order data and checks required fields and record matches using fixed rules. For emails, AI can prepare the details for validation. Discrepancies are routed to the responsible person, with draft follow-up questions ready for approval.
Objective & measurement: Reduce time spent searching and copying. We measure time to a checked order, missing information, and the corrections required.
Illustrative objective Less searching and missing information.
The situation: Information from your CRM, business systems, and spreadsheets is collected manually for quotes or reports.
Possible workflow: n8n gathers approved data and populates agreed templates. AI can draft explanatory text. Prices and calculations come from defined sources and rules. Your team reviews the document before sending it.
Objective & measurement: Reduce assembly work and produce more complete drafts. We compare time to approval and the amount of editing required.
Illustrative objective Less work before approval.
The situation: Accounting, CRM, and other applications hold different details for the same customer. Changes are entered repeatedly.
Possible workflow: We define which system is authoritative for each type of data. n8n transfers changes through available interfaces and applies fixed matching rules. Conflicts and potential duplicates are flagged for review.
Objective & measurement: Reduce duplicate maintenance and make record changes traceable. We assess discrepancies, manual interventions, and the effort needed to maintain the data.
Illustrative objective Less duplicate data maintenance.
A language model can extract details from text, classify enquiries, summarise cases, or prepare drafts. Rules check required fields; prices, calculations, and permissions come from authoritative systems. Unclear cases go to your team for review.
Incoming documents are treated as data. Instructions inside them must not override approvals or access rules. We test the required checks using typical cases and exceptions.
n8n can run on your own infrastructure or as SaaS. Model access is optional and selected separately. We agree data flows, access, licensing scope, updates, backups, and responsibilities. Self-hosting alone does not mean a workflow uses no external services.
We agree the objective, stakeholders, and requirements, then propose a scope and estimated effort.
A focused pilot tests whether the solution helps in practice. We review results and exceptions together.
Documentation, training, and clear responsibilities support rollout. Ongoing support is agreed around your needs.