Notes on building with AI
Practical, no-hype articles on shipping software and AI: what things cost, how long they take, and how to make smart build decisions.
AI SEO tools can write fixes that make your site worse. Check these five things before you paste
Suggested meta descriptions that claim things the page never says, price markup on pages without prices, placeholder dates, a second wrong Organization block. Five patterns, why they happen, and a one-minute check for any tool's suggestions.
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How to brief a live meeting copilot so it helps in the interview, not after it
Most people brief a meeting copilot about themselves. The copilot then produces cards about them, which is not what an interview or a sales call needs. The five lines a brief should contain, a worked example, and three changes we made to Loquelle because of what weak briefs do.
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AI engines named your competitor, not you. Here is what to do about it
A lighting retailer with a perfect SEO score was named in 0 of 4 AI answers while four rivals took 50 to 75% of them. Two weeks later it was cited. What the citation check showed, what changed, and the order that works.
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Why live AI meeting suggestions hallucinate
A real call about an AI marketplace produced four confident cards about heating bills. Where they came from, and the three checks that now stop invented cards.
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Four-fifths of your web page is not content. That is what AI engines read through.
We measured our own pages: 42,000 characters of HTML, 8,000 characters of actual content. What llms.txt really does, why a Markdown copy of each page matters more, and how to publish both without giving anyone access to your server.
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Which Loquelle plan do you need? Presentation, Screen and Technical mode explained
What Presentation mode, Screen mode and Technical mode do, how many of each every Loquelle plan includes per month, what new members can try, and why the limits exist. Plain numbers, no fair-use clause.
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Your AI Meeting Notes Contain Sentences Nobody Said
Speech models cannot return silence, so they fill it - often in a language nobody on the call speaks. Why it happens, how to check your own transcripts, and the three fixes that actually work.
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Is Your Website Ready for AI Agents? GPTBot, robots.txt and llms.txt, Explained
AI agents read your site through three unglamorous files: robots.txt, your sitemap and llms.txt. How to check all three in ten minutes, which five crawlers matter in 2026, and how to stop blocking them by accident.
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Our SEO Score Is 100. AI Engines Cited Us Zero Times.
Bing reported 0 AI citations across 23 indexed URLs while our technical score was perfect. What we found, how to measure your own gap, and the five things that actually move the number.
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We renamed our product because an AI could not tell you what it was
Our live meeting copilot was called Cue. Asked about it, AI search returned somebody else. Here is why a common word is now a liability, the seven checks we ran before choosing a new name, and what the rename actually cost.
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How AI Is Changing Technical Interviews: The Future of Interview Preparation
Why traditional interview prep fails, how AI interview assistants work across prepare-perform-review, the honest take on ethics, and how to walk into your next interview with a real advantage.
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How to Run a Free SEO Audit of Your Website (Step-by-Step, 2026)
A practical, no-agency SEO audit you can run yourself in half an hour: what to check, in what order, when to scan your whole site, and what free tools honestly cannot tell you.
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How to Get Your Site Cited by ChatGPT and Perplexity (GEO/AEO Guide)
AI answer engines like ChatGPT and Perplexity now send real traffic. Learn GEO and AEO: how to make your pages easy for an AI to understand, trust and cite.
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How to stop freezing in meetings and interviews
Blanking on a tough question is normal and very fixable. Here is why we freeze on calls and how a live meeting copilot gives you the next line exactly when you need it.
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How to add AI to a product you already have
You do not need a rebuild to add AI. Here is a safe, staged way to add real value to an existing product.
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How long does it take to build an MVP?
A focused MVP usually ships in four to eight weeks. Here is what drives the timeline, and how to keep it short.
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Shopify vs custom store: which should you build?
Shopify is faster and cheaper for most stores; a custom build wins once you outgrow it. Here is how to decide, honestly.
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What is a RAG assistant, and do you need one?
A RAG assistant answers questions using your own documents, with far fewer made-up answers. Here is what RAG means, when it helps, and when a simpler bot is enough.
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How much does an AI chatbot cost in 2026?
What actually drives the price of an AI chatbot, realistic ranges by type, and how to avoid overspending on the wrong build.
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White-label software development, explained
How white-label engineering works, when it makes sense for an agency, and how to deliver more without growing your team.
Read article →Questions about Insights
What do you write about?
Things we have measured ourselves while building Loquelle, Iris and client products. In practice that means:
- What AI features and software actually cost, and how long they take to ship
- How search is changing: SEO, AEO and GEO, and how to get cited by AI answer engines
- Engineering write-ups of real failures and what we changed, such as hallucinated meeting suggestions or transcripts that invent sentences
- Honest notes on our own products: renames, plans, and what did not work
How often do you publish?
When there is something worth saying, which is usually two or three articles a month. We would rather publish one measured piece than a weekly post with nothing behind it. Every article names its author and the date it was last changed.
Can I use these articles for my own site or team?
Yes, with a link back. Quote freely, adapt the checklists, and if you want the underlying tools, Iris is free to run on any page and Loquelle has a free plan.
Who writes these articles?
Attiq Ur Rehman Khalid, the founder of NextiqumAI, an engineer with ten years across fintech, government systems and AI products and a Master's in Cyber Security. Every article is written from work we have actually done, carries his name, and shows the date it was published and last changed, so you can judge how current it is.