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Desktop app distribution glossary

The vocabulary of desktop app distribution, defined precisely. Several of these terms mean something specific inside GHAN that differs from how mobile ad networks use them, and the differences are where the arguments happen.

Attribution and measurement

Cleared install — An install that was deterministically attributed, claimed with the receiving app's own signature, and still present and in use 48 hours later. The only unit GHAN bills for.

Install claim — The signed message the receiving SDK sends on first run when it finds an attribution token, carrying the device signals used for fraud checks.

Deterministic attribution — Crediting a source only when a unique identifier issued at click time is presented back at install time and verified. Contrast with probabilistic attribution.

Probabilistic attribution — Inferring the link between a click and an install from signals like IP address, screen resolution, OS version and timing. Always produces an answer, including when there is nothing to find. Banned in GHAN.

Fingerprinting — Building a quasi-identifier from device characteristics in order to recognise the same machine later. Banned in GHAN, with no fallback.

CTIT (click-to-install time) — The interval between the click that issued a token and the claim that redeemed it. Its distribution is a primary fraud signal.

Event chain — The full record of one GHAN transaction as it moves through impression, click, install_claim, activated_48h, and either cleared or rejected.

Double signing — The requirement that both the serving app's SDK and the receiving app's SDK independently sign before a chain can advance past the claim. Neither party can produce the other's signature.

Canary probe — A signed liveness request from the server that the SDK answers with its own signature, proving a placement slot is genuinely live in a shipped build rather than merely declared.

Money

CPI (cost per install) — The price of one install. On GHAN it is fixed per category by a published rate card and paid only on cleared installs.

Credit — GHAN's unit of account. One credit is one euro cent.

Credit bonus — The 1.2 multiplier applied when a serving app takes its earnings as credits rather than cash, turning 70 percent of the CPI into 84 percent of the CPI in spending power.

Escrow hold — The ledger entry that moves an advertiser's credits out of their spendable balance when an install is claimed, before anyone has earned anything.

Escrow release — The entry that pays the serving app once the chain clears at 48 hours. Its opposite is an automatic refund when the chain dies.

Clawback — A reversal recorded after clearing, when fraud is detected later. Always a new ledger line, never an edit.

Append-only ledger — A ledger where UPDATE, DELETE and TRUNCATE are blocked at the database level, so every correction is a new line and the history of a disagreement survives.

Take rate — The share the network keeps. GHAN's is 30 percent.

Placement

Lifecycle slot — One of GHAN's five in-app placement moments: install_complete, first_success, update, idle, uninstall_intent.

Installer-time placement — An offer shown inside a software installer. The pattern that got the previous generation of desktop bundling networks flagged as malware. GHAN has none.

Templated creative — A placement whose visual form is fixed by the network and rendered by its own SDK: icon, name, one line, install button. Partners supply data, never markup.

Bundleware — Additional software installed alongside software the person asked for, typically through a pre-checked installer option. Distinct from a post-install recommendation that requires a deliberate click and a separate installer run.

Kill switch — The server-side control that disables every placement for an app instantly, honoured by the SDK on its next fetch, with no release required.

Vetting and trust

Gate — The automated pass-or-fail checks an app must satisfy before it can trade: code signature, malware scan, domain age, contact verification, binary identity.

Reputation score — A 0-100 pre-trading score weighted 50 percent AI visibility and sentiment, 20 percent release cadence, 20 percent reviews and video coverage, 10 percent domain and social coherence.

Behaviour score — The post-trading score that replaces reputation after 500 installs, built from retention, uninstall rate, canary compliance and complaint rate.

Share of voice — An app's proportion of all brand mentions in AI answers to a set of category prompts, measured against its actual rivals. Half of GHAN's reputation score.

Pair cap — The EUR 500 per month limit on net flow between any two apps until both have behaviour scores, which makes two-app collusion unprofitable.

Pair collusion — Two apps sending each other installs to extract network payouts rather than to acquire users.

Install farm — Infrastructure that manufactures installs at scale, usually detectable because the claiming IP belongs to a hosting provider's autonomous system rather than a consumer ISP.

Interfaces

MCP (Model Context Protocol) — The protocol GHAN ships every write capability on before shipping it anywhere else, so an agent can operate the network without a browser.

x402 — The revival of HTTP 402 Payment Required as a machine-payable challenge, used by GHAN's top-up endpoint so an agent can fund a wallet without a human clicking Stripe.

llms.txt — A plain-text file at a site root that gives models a curated index and the key facts, rather than leaving them to infer both from rendered HTML.

Questions people ask about this

What is the difference between an install and a cleared install?

An install is a piece of software arriving on a machine. A cleared install is one that was attributed by a valid single-use signed token, claimed by the receiving app with its own signature, and still present and in use 48 hours later. GHAN bills only for the second kind, which is why its install counts are lower than a network that bills the first kind and its cost per retained user is lower too.

What does CTIT stand for?

Click-to-install time - the interval between the click that issued an attribution token and the claim that redeemed it. Its distribution is one of the strongest available fraud signals, because real human downloads produce a broad right-skewed curve and automated claims do not.

What is deterministic attribution in one sentence?

Attribution that credits a source only when a unique identifier issued at click time is presented back at install time and cryptographically verified, with no inference and no fallback.

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