The systems that decide what you see.

AI agents and the workflows they run. Ad auctions that price attention in milliseconds. Answer engines that reply before you click. Analytics pipelines that count it all. Digitarise takes this machinery apart — as engineering, not folklore — with live instruments you can operate and claims traced to public specs and public data.

Digitarise — independent publicationField: digital decision systemsScale 1:1Sheet 01Rev B

Latest insights

sorted by date ↓

Operate an instrument

live — no reading required

Every analysis here ships with a working model of the system it describes. This one is the generalized second-price auction that prices most search advertising: drag any bid or quality slider and watch rank — and what each advertiser actually pays — recompute.

Advertiser A
Advertiser B
Advertiser C
Advertiser D
PosAdvertiserAd rank = bid × qualityPays
1B$2.50 × 820.0$2.414%
2C$3.20 × 619.2$2.6816%
3A$4.00 × 416.0$2.2644%
4D$1.80 × 59.0$0.5172%

Advertiser B holds position 1 without the highest bid — quality is doing the work.

Instrument 01 — generalized second-price auction with quality scoring. Read the full analysis →

What we examine

8 fields

AI agents & workflows

What a tool-calling loop actually does: orchestration, state, failure modes — and the automations built on top of them.

Advertising systems

The auctions and delivery algorithms that price attention, examined as the distributed systems they are.

AI search & answers

How answer engines retrieve, select, and cite sources — the machinery that now decides visibility on the web.

Digital analytics

Event pipelines, identity, and measurement models: what the numbers actually count, and what they miss.

Web performance

Latency, caching, and rendering budgets, measured where the user is.

Accessibility

The contracts between interfaces and assistive technology, tested against WCAG.

Privacy

Data minimisation and consent mechanics, traced through real systems.

Web standards

What the normative text actually says — read from the specification, not the summary.

Every claim traced to a public specification or a public dataset. Nothing for sale.

Read the methodology