shamrai.ai

Aleksandr Shamrai: research on ChatGPT and AI search

Research · Nov 2026 How ChatGPT Actually Works: 14 Stages and What I Saw in 2,000 Recorded Answers From the first letter you type to the citation pill and what is logged after it: what happens behind the screen, recorded in the browser and in a test site's server logs.
  1. NoteNov 2026

    I Found a Hidden Switch That Puts Blue Links Back in ChatGPT

    One URL parameter, logged out, and five classic search results appear above the ChatGPT answer. How to try it, with a video.

  2. Definitionin progress

    SERPless

    Answering a search query without a results page: the answer itself is the interface.

  3. Researchin progress

    Answer blocks: what a ChatGPT answer is built from

    The blocks I have seen in real answers, from citation pills to hotel cards and maps, and where each one gets its data.

  4. Researchin progress

    Caching: how long ChatGPT keeps your page

    Most page opens never reach the site. How long the copy lives, and whether it is shared between accounts.

  5. Researchin progress

    The index: what gets a page into ChatGPT results

    Crawler visits, timing and what never makes it in, on fresh test sites.

Aleksandr Shamrai

About

Aleksandr Shamrai

Growth engineer · B2B SaaS

I take systems apart, measure what they really do, and publish the data and the method. Right now: how ChatGPT and AI search find, read and cite pages.