LLM security testing
Threat modelling, prompt injection, access boundaries and what a security review should deliver.
Read the security guideNEXWERK / PRACTICAL GUIDES
AI & Website Planning Guides
Plan a private AI system, test an agent's permissions or improve a business website. Start with the decision you need to make, the evidence to gather and the risks to check.
Training or retrieval?
Compare prompting, retrieval and fine-tuning. Define evaluation criteria before changing the model.
Compare model approaches
Personal & private LLMs
Questions to ask about hosting, data permissions, connected knowledge and ongoing ownership.
Plan a private LLM
Workflow automation
Identify inputs, approvals, exception paths and integrations before introducing automation.
Explore workflow planning
A better business website
Plan menus, locations, enquiries and booking journeys for local businesses in Europe and the USA.
Explore website planning
Search and AI visibility
Review crawlability, useful content, measurement and the limits of ranking promises.
Explore search visibilityWebsite launch checklist
Review content, search, accessibility and enquiries, then download a local report.
Open the checklistRAG vs fine-tuning
Compare retrieval, adaptation and hosting choices for a private AI assistant.
Read the comparisonTool permission demo
Try a transparent simulation of permissions and human approval boundaries.
Try the demoRestaurant website demo
Explore a fictional mobile-ready customer journey and launch considerations.
Explore the demoWhat should you prepare before an AI project?
Start with one bounded task rather than a broad request to automate a department. A useful first brief records who does the work, what information enters, which decision follows and how success will be measured.
- Map today's process. Record the inputs, systems, owner, manual steps and exception cases. Note where information is lost or copied twice.
- Set a baseline. Measure handling time, rework or missed requests over a representative period. Keep the measurement method consistent after deployment.
- Choose review boundaries. Decide which actions may run automatically and which need a person's approval. Define who can stop the workflow.
- Prepare safe examples. Use authorised, representative samples, including difficult cases. Do not send credentials or unnecessary sensitive records in an initial enquiry.
- Agree acceptance and recovery. Define the tests required for release, how failures are escalated and how the previous process can be restored.
What should a local business website make easy?
A visitor should be able to understand the service, verify the location or area served and complete the next step. For a restaurant that may be a readable menu and reservation. For an architect it may be project examples and an enquiry. For a supermarket it may be opening hours, categories and collection options.
Keep important information in accessible HTML, check contact links on a phone and confirm that forms really reach a monitored inbox. Measure useful enquiries or completed bookings, not only button clicks.
Can SEO guarantee traffic or AI citations?
No. Helpful content, crawlable pages and a clear internal-link structure improve the foundations, but search engines determine indexing and ranking. AI search features do not require a separate special markup format, according to Google's guidance on AI features. Evaluate results through actual search and enquiry data.