Insights

Insights on AI, Software and Technology Decisions

Inventh technology insights bring together expert answers for all thirteen Inventh services, dated technology changes, white papers and blog articles, written for leaders deciding what to build, buy, fix or adopt next.

Expert answers · What changed recently · Blog · Technology deadlines

From the blog

Latest articles

The newest articles from the Inventh team.

Uncategorized

How to Build a Simple AI Chatbot in PythonAI

Build a local Python chatbot using Ollama and a small language model. The tutorial includes complete code, a bounded conversation history, reset and exit commands, error handling and guidance for taking the next step toward a business application.

Expert answers

Straight answers, practice by practice

The questions clients ask most about each service, answered in a few sentences. Each answer links to the service page for detail.

01
Advise

Technology and AI consulting

Independent advice before you commit budget: what to build, buy, fix or stop, and in what order.

AI Consulting

What does an AI consultant do?

An AI consultant helps an organization decide where AI can create value, assesses whether its data, systems and people are ready, builds business cases and a roadmap, and sets up governance so AI is used safely and responsibly.

More on AI Consulting

IT Consulting

What is included in an IT assessment?

A review of systems, infrastructure, security posture, contracts and technology spend, ending in a risk register, cost findings and a prioritized action plan.

More on IT Consulting

Application Development Consulting

Should we build custom software or buy a packaged product?

Buy when your process is standard and a product fits most of it. Build when the process differentiates your business or integrations are complex. We compare both on total cost of ownership before you decide.

More on Application Development Consulting
02
Build

Custom software and product engineering

Design and engineering for the applications your business runs on, from a first MVP to enterprise systems.

Custom Software Development

Is custom software better than off the shelf software?

Off the shelf software suits standard needs and fast setup. Custom software is the better choice when your processes are distinctive, when systems must integrate closely, or when license costs and workarounds outweigh the value of a packaged product.

More on Custom Software Development

Enterprise Application Development

How do you modernize legacy systems without disrupting operations?

We replace legacy systems in stages, running old and new side by side while each capability moves, with data migrated and validated at every step.

More on Enterprise Application Development

Product Engineering

What is the difference between product engineering and custom software development?

Custom software development builds applications a business uses to run its own operations. Product engineering builds software that a company sells to its customers, so it adds product strategy, user research, subscription models and continuous releases.

More on Product Engineering

Web Development

Should we use WordPress or a custom build?

WordPress suits most corporate and marketing websites. A headless CMS suits content published across many channels, and a custom web application suits portals and business workflows. We recommend a platform after discovery.

More on Web Development

Mobile App Development

Should we build native or cross platform?

Cross platform suits most business and consumer apps because one team ships both iOS and Android. Native is the better choice for performance critical apps or deep use of device features. We recommend an approach after discovery.

More on Mobile App Development

UX and UI Design

What is the difference between UX and UI design?

UX design is about how a product works: the research, user flows and structure that help people reach their goals. UI design is about how it looks and feels: layout, typography, color and interaction states. Good products need both.

More on UX and UI Design
03
AI and data

AI, machine learning and analytics

Trusted data first, then AI that works inside real processes, measured against business outcomes.

AI and Machine Learning

Do we need a lot of data to use AI?

Not always. Generative AI and pretrained models can deliver value with modest amounts of your own data, while custom machine learning models need enough history to learn from. Our discovery stage assesses what you have and what is realistic.

More on AI and Machine Learning

Advanced Analytics and Business Intelligence

What is the difference between business intelligence and advanced analytics?

Business intelligence reports what happened and why, through dashboards and KPIs. Advanced analytics uses statistical and machine learning methods to forecast what is likely to happen and recommend what to do next.

More on Advanced Analytics and Business Intelligence
04
Scale

Dedicated teams and digital growth

More engineering capacity when your roadmap outruns hiring, and more qualified demand when your product is ready.

Dedicated Development Teams

What is the difference between a dedicated team and staff augmentation?

Staff augmentation adds individual engineers to your existing team, managed by your own leads. A dedicated team is a complete unit with its own delivery lead, taking responsibility for a product area or roadmap under your direction.

More on Dedicated Development Teams

SEO and Digital Marketing

What is generative engine optimization (GEO)?

Generative engine optimization is the practice of making a business visible, cited and accurately described in AI generated answers, such as Google AI Overviews and AI Mode, Microsoft Copilot, ChatGPT and Perplexity. It builds on SEO fundamentals and adds a focus on citable content, consistent entity facts and access for each engine's crawlers.

More on SEO and Digital Marketing
What changed recently

Technology changes worth knowing

Recent platform and industry changes, with the service that covers each one.

Reviewed September 2026. Taken from the publishers' own announcements.

  1. May 2026

    Google AI Mode passes one billion monthly users

    Google reported at I/O 2026 that AI Mode passed one billion monthly active users within a year. Visibility inside AI answers is now a mainstream channel.

    SEO and Digital Marketing
  2. May 2026

    Interfaces generated by AI

    Google announced generative UI in Search, building custom layouts on the fly. Products need well structured design systems that AI can assemble reliably.

    UX and UI Design
  3. WWDC 2026

    Apple opens its Foundation Models framework

    Apps get direct access to the on device model behind Apple Intelligence, now with image input and support for other providers' models.

    Mobile App Development
  4. February 2026

    Bing reports AI citations

    Bing Webmaster Tools introduced AI Performance in public preview, showing when a site is cited in Microsoft Copilot and Bing AI summaries.

    SEO and Digital Marketing
  5. February 2026

    Ads arrive in ChatGPT

    OpenAI began testing ads in ChatGPT on February 9, 2026, alongside separate crawlers for search, training, browsing and ad landing pages.

    SEO and Digital Marketing
  6. December 2025

    An open standard for AI agents

    The Model Context Protocol joined the Linux Foundation's Agentic AI Foundation, a common way to connect AI agents to business systems.

    AI and Machine Learning
  7. October 28, 2025

    A stable standard for design tokens

    The W3C Design Tokens Community Group released its first stable specification, so design decisions can be shared between tools and code.

    UX and UI Design
  8. April 30, 2025

    Copilot on every paid Fabric capacity

    Microsoft made Copilot, Fabric data agents and AI functions available on paid Fabric capacities from F2 upward.

    Advanced Analytics and Business Intelligence
  9. Chrome origin trial

    WebMCP for AI agents

    WebMCP, in origin trial from Chrome 149, lets websites expose structured tools such as search, booking and checkout to AI agents.

    Web Development

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