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Practical guidance for planning, building and running technology.
Guides and articles from the Inara Crest team on software, AI, networks, security, power, data centres, hosting, transport systems and IT support — written to help you make better decisions, whether or not you work with us.
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Showing articles for Data, AI & AnalyticsShow all
Showing 12 of 29 articles
- Blogdata & ai
Explaining AI predictions to non-technical managers
Managers trust predictions they understand. Show the main factors, the confidence and how the model performed in the past.
By Micah Ondiwa 1 min
Read more - Blogdata & ai
Choosing KPIs that drive action
A good KPI is linked to a decision, owned by someone, measured consistently and reviewed often enough to matter.
By Micah Ondiwa 1 min
Read more - Blogdata & ai
Monitoring field data collection quality in real time
Daily checks on completeness, timing, location and consistency catch problems while teams are still in the field.
By Micah Ondiwa 1 min
Read more - Blogmessaging
Measuring the results of SMS campaigns
Delivery is only the first number. Track responses, conversions and opt-outs to learn what works.
By Micah Ondiwa 1 min
Read more - Guidedata & ai
Designing a survey that produces analysable data
Clear objectives, well-formed questions, a sound sample and a pilot run turn survey responses into evidence you can analyse.
By Inara Crest Engineering 1 min
Read the guide - Blogdata & ai
Retrieval-augmented generation: grounding AI answers in your documents
RAG lets an AI assistant answer from your policies, manuals and records — with sources — instead of from general knowledge.
By Micah Ondiwa 1 min
Read more - Blogmanaged it
AI-assisted monitoring: catching problems before users do
Monitoring generates more data than people can read. AI-assisted analysis highlights unusual behaviour so engineers look at the right thing first.
By David Otieno 1 min
Read more - Blogsoftware
Offline-first mobile apps for field teams
Field staff often work without connectivity. Offline-first apps store work locally and sync safely when a connection returns.
By Micah Ondiwa 1 min
Read more - Blogdata & ai
Data quality: the unglamorous step that makes analytics work
Duplicates, inconsistent codes and missing values quietly undermine reports and models. A few habits keep data fit for use.
By Micah Ondiwa 1 min
Read more - Blogdata & ai
Automating document processing with AI — keeping a human in the loop
AI can read invoices, forms and delivery notes in seconds. The design question is how people review the cases the model is unsure about.
By Micah Ondiwa 1 min
Read more - Blogdata & ai
Machine learning for business: start with the decision, not the model
Successful ML projects begin with a specific decision, a measurable outcome and enough reliable history — the model comes last.
By Micah Ondiwa 1 min
Read more - Blogtransport systems
Overload monitoring dashboards for road agencies
Turning weighing records into a picture of overloading by route, time and operator helps agencies target enforcement and plan maintenance.
By Micah Ondiwa 1 min
Read more
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