The process

One product. Nine stages.
No human in the chain.

Every tracked product goes through the same pipeline every day — crawled, extracted, argued over by an independent audit panel, snapshotted, written up, narrated, rendered and published. Watch it run below, or click any stage to stop and read.

  • LuminanceFree tier
  • Robin AI$99
  • HebbiaFree tier
  • AlphaSenseFree tier
  • AbridgeFree tier
  • Wiz DefendFree tier
  • Copilot Studio$0.01
  • KhanmigoFree tier
  • LearnLMFree tier
  • Dropzone AIFree tier
  • BoltzFree tier
  • Abnormal AIFree tier
  • LangGraphFree tier
  • Mosaic AIFree tier
  • Xaira TherapeuticsFree tier
  • Charlotte AIFree tier
  • Security Copilot$4
  • UiPath Agentic Automation$25
  • Lila SciencesFree tier
  • Hippocratic AI$2.5
  • LangChain$39
  • Browser UseFree tier
  • Gemini$16.67
  • ChatGPT Deep Research$20
  • LuminanceFree tier
  • Robin AI$99
  • HebbiaFree tier
  • AlphaSenseFree tier
  • AbridgeFree tier
  • Wiz DefendFree tier
  • Copilot Studio$0.01
  • KhanmigoFree tier
  • LearnLMFree tier
  • Dropzone AIFree tier
  • BoltzFree tier
  • Abnormal AIFree tier
  • LangGraphFree tier
  • Mosaic AIFree tier
  • Xaira TherapeuticsFree tier
  • Charlotte AIFree tier
  • Security Copilot$4
  • UiPath Agentic Automation$25
  • Lila SciencesFree tier
  • Hippocratic AI$2.5
  • LangChain$39
  • Browser UseFree tier
  • Gemini$16.67
  • ChatGPT Deep Research$20

One product · nine stages · zero human steps

Stage 01 / 9 · Input

Sources

Every tracked product carries its own set of primary sources. No aggregators, no secondhand blog posts — pricing pages, release notes, documentation and public filings, plus archived captures when we need to reconstruct history.

Subject
Gemini
Segment
Search & Research
Vendor
Google
Region
Global

Every stage, in one list

  1. Stage 01 · Input

    Sources

    Vendor pricing, changelogs, docs, filings, Internet Archive

  2. Stage 02 · Daily

    Crawl

    A scheduled sweep visits every tracked product

  3. Stage 03 · Model

    Extract

    Pulls price, version, limits and models-in-use out of the page

  4. Stage 04 · Adversary

    Audit panel

    Independent jurors vote agree, disagree or unverifiable

  5. Stage 05 · Store

    Snapshot

    Only verified deltas are written to the timeline

  6. Stage 06 · Write

    Briefing

    The day's material changes become a written brief

  7. Stage 07 · Voice

    Script

    The brief becomes a narrated episode script

  8. Stage 08 · Video

    Render

    Frames rendered from the same data, long-form and vertical

  9. Stage 09 · Output

    Publish

    YouTube, the site archive and social — untouched by hand

Check our work

The audit panel's verdicts are public, and so is the raw dataset. If a number looks wrong, you can see who checked it and what they disagreed about.