AIDAtanaly is the governed reference system for AIDA Transition Analytics —
measuring movement across Attention, Interest, Desire, Action, and Loyalty.
AIDAtanaly — AIDA Transition Analytics
Movement, not occupancy
Transition Axis
Four measured channels of movement between five states. Reference
positions only — not a diagnostic score.
Attention
T1Signal Conversion
Interest
T2Intent Formation
Desire
T3Conversion Friction
Action
T4Retention Extension
Loyalty
Text alternative: AIDAtanaly measures four transitions between five
funnel states: T1 Signal Conversion, T2 Intent Formation, T3 Conversion Friction, and T4 Retention
Extension.
The problem
What Breaks Between States
Funnel reporting usually counts states: impressions, sessions, leads, orders. A
funnel can look full at every stage while the movement between stages quietly fails. This is not a
traffic problem or a content problem alone — it is a transition problem: visibility
without curiosity, curiosity without preference, intent without action, conversion without continuity.
Movement between states is where funnels actually succeed or fail — and it is the
part most reporting leaves unnamed. Naming it requires a fixed
measurement grammar, a governed scoring standard, and a closed
failure vocabulary.
Measurement
ATI Measures Movement
The AIDA Transition Index (ATI) scores each
vector from 0 to 100 across seven weighted dimensions, classifies it on a fixed five-class diagnostic
scale, and qualifies every output with a separate
Evidence Confidence level. Confidence is never part of the score —
and a vector without evidence is Unscorable, never a number.
72Transition FunctionalE2 Observable Evidence
An ATI vector output: proportional score, diagnostic class, and a separate neutral
evidence badge.
Failure
TFO Names Failure
When movement weakens, the
Transition Failure Ontology (TFO) names how: 21 governed
failure modes across the four vectors, plus one cross-vector diagnostic constraint for unmeasurable
movement. Every diagnosis carries a stable ID and resolves to a canonical reference page — never to
improvised labels.
Value Ambiguity
tfo.t2.value_ambiguityIntent Formation Failure
Prospects understand the offer at a surface level but cannot translate it into a reason to choose,
pay, act, or prioritize. Interest exists; value is not decisive.
The Transition Scanner is a rules-governed diagnostic. It
asks structured questions across the four vectors, scores them against the ATI dimensions, names likely
failure modes from the ontology only, and reports Evidence Confidence per vector. It does not require
analytics integrations, and it does not claim exact causality.
T2 — Interest → Desire · Question 4 of 8
Is your value proposition clear enough to support desire?
Answers use a 0–4 scale. "Not tracked" affects evidence confidence — it
is never hidden inside a false score.
The surface
Reference Architecture
AIDAtanaly is built as a reference system, not a blog: every governed term — each
vector, each failure mode, each standard — has one canonical page, and every scanner output links to
the pages that define it.
Governance
Methodology and Governance
Every score rule, claim limit, and versioned change in this system is documented.
The methodology page explains how outputs are produced; the
governance page explains how the standards are maintained, versioned, and
constrained. AIDAtanaly introduces governed standards — it does not describe them as adopted industry
standards, because adoption evidence does not yet exist.