ciunkos.com/Glossary

Software projects and pricing

AI visibility

How often an AI assistant names or cites your brand when buyers ask it which product to pick.

Assistants such as ChatGPT, Claude and Perplexity answer buyer questions with a short list of named products, often grounded in web search. AI visibility is measured by asking the same set of buyer questions repeatedly and recording the share of answers that name the brand, which competitors are named instead, and which pages get cited. Because answers change between runs, a single check is noise; the trend over weeks is the signal.

Share: LinkedIn · X ·

Related terms

  • GEO (generative engine optimization): Making a brand and its pages the ones AI assistants name and cite, the way SEO does it for search results.
  • llms.txt: A plain-text file at /llms.txt that summarizes a site for language models: what it is and which pages matter.
  • Evals: A repeatable test set that scores an AI feature, so changes can be measured instead of guessed.

← All terms

Free tools

Business idea validatorTen rubrics, a fixed-rule verdict and three cheap experiments. Free.Software cost estimatorYour project among 125 real products, with honest ranges.Engagement configuratorPick the work and its size, see hours, price and start date.SPF, DKIM and DMARC checkerGrade any domain’s email DNS, with records to paste.BIMI checkerRecord, DMARC, SVG Tiny PS logo and VMC or CMC, with an inbox preview.App store readiness checkWhat your web app lacks for the stores, TWA or Capacitor, files to copy.Build or buy calculatorSaaS against your own app over 1, 3 or 5 years, with the payback month.Runbook generatorA RUNBOOK.md for a system only you know, in two minutes, in your browser.SLA calculatorMonthly fee, response times, a downtime budget and contract clauses.Local model or API?Does the model fit your hardware, how fast, what it costs against an API.OpenAPI to MCP toolsPaste an OpenAPI spec, get narrow MCP tools and a server skeleton.KSeF invoice validatorCheck an FA(3) invoice against the official schema in your browser.Quoting time calculatorHours spent turning enquiries into quotes, and when an agent pays off.Multi-tenant SaaS calculatorWhich multi-tenant model, the work per release and the weeks to get there.Quote DeskDrop a customer enquiry, get lines matched to your price list. Free.AI Visibility DeskDoes Claude recommend your brand? Weekly runs of your buyers’ questions, free.List DeskClean an email list in your browser: dead domains, disposable, typos, duplicates.Eval DeskTest cases for your AI prompt, run after every change: what regressed, what got fixed.Legacy rewrite estimateLines of code to function points, hours and cost, with and without agents.

Want the fun version? The Corporate-speak Translator has a Polish dictionary of office phrases and what they really mean. Corporate-speak dictionary (Polish) →

Need this built, fixed or reviewed?

I build and rescue products with AI coding agents under rules: AI features in production, honest estimates, email that gets delivered.

Przemysław Zalewski

How I work

Przemysław Zalewski · 15+ years shipping software

“a true bias for action” client CTO, public LinkedIn recommendation

All principles and risk levels →