Public Intelligence Library

AI behavior is how AI and search systems treat a market: who they rank, who they cite, who they open with, who they frame as a reference, and who they displace over time. AI behavior intelligence is the governed reading of that behavior across surfaces, models, and time windows.

Last reviewed 3 June 2026

An AI citation explicitly attributes support to a source in an observed answer. Citation share describes the distribution of the counted citations within the reading's stated surface, scope and window; it is not automatically a share of brand mentions or recommendations.

Last reviewed 3 June 2026

An AI Overview (AIO) is a generated answer shown within a search engine’s results. Its mentions, cited sources and opening actor or source are distinct observed roles; a citation does not, by itself, establish a recommendation.

Last reviewed 3 June 2026

AI visibility concerns whether an actor appears on a named AI answer surface within a stated scope and window. Presence alone does not establish citation, reference treatment or an explicit recommendation.

Last reviewed 3 June 2026

The ecosystem of answer-generating surfaces — AI Overviews, large-language-model answers, and source panels — through which audiences increasingly discover and compare brands.

Last reviewed 3 June 2026

The AIO Opening is the actor or source identified as opening an AI Overview under the applicable capture rule. It is read separately from citation order, organic rank and any explicit recommendation.

Last reviewed 3 June 2026

Answer engine optimization (AEO) is a market label for practices concerned with visibility in answer-generating systems. The label alone does not establish what was measured or whether an intervention changed the observed result.

Last reviewed 3 June 2026

The answer layer is the surface where AI assistants, AI overviews and search engines decide which brands and actors get named, cited and framed. The Observatory reads this layer market by market.

Last reviewed 3 June 2026

Any surface where a response is assembled and displayed, including AI Overviews, LLM answers, organic results, and source panels.

Last reviewed 3 June 2026

The disclosure attached to a reading: scope, basis, window, source, and limitation.

Last reviewed 3 June 2026

An Authority Gap is strong observed visibility without corresponding observed reference treatment on the same surface, within the same scope and observation window. It does not compare an actor with its assumed commercial standing.

Last reviewed 3 June 2026

Battles is the desk of head-to-head comparisons — platform versus operator, one model versus another, one market versus another — that point back to the relevant ranking rather than creating their own.

Last reviewed 3 June 2026

Benchmark governance is the set of rules that keep The Observatory's method stable and neutral.

Last reviewed 3 June 2026

A mention names a brand in an answer; a citation explicitly attributes support to a source, usually through a cited URL. A cited third-party page about a brand is not the same source relationship as a citation to the brand's own website, and neither alone establishes a recommendation.

Last reviewed 3 June 2026

The business market is where commercial activity happens: who operates, transacts, and serves customers in a category. The positioning surface is where visibility, citation, and framing are contested in AI-shaped search.

Last reviewed 3 June 2026

Cadence is the recurring rhythm of observation or publication. A single observation and a period aggregate are different reading bases: a period brings comparable observations together, with its actual coverage and limitations. Aggregation alone does not establish stability or a trend.

Last reviewed 3 June 2026

A Capture is the recorded source output and provenance from which a governed Observation is established. A Capture is not automatically a public raw-data payload.

Last reviewed 3 June 2026

The citation surface is where an AI answer attributes its sources. Being cited here is distinct from ranking organically and from holding the AIO opening — three different forms of presence.

Last reviewed 3 June 2026

The contested band is the range of positions on a surface where no actor holds a stable lead and ranks shift run to run — distinct from the settled top and the periphery.

Last reviewed 3 June 2026

Deep Narrative Capture records the response of a named AI system or answer product about a market, with its mode or surface identified verbatim. Its governed public reading may select, contextualize and interpret that response without silently changing it; narrative framing remains separate from measured position and scores.

Last reviewed 3 June 2026

DNC Lens publishes governed readings of captured market accounts from named AI systems or answer products, with their modes or surfaces identified. Captured words remain verbatim; narrative representation stays distinct from measured positions and scores.

Last reviewed 3 June 2026

An entity is the actor or source whose identity a reading establishes, such as a brand, operator, platform or institution. A name, a cited domain and an underlying business are not automatically interchangeable identities.

Last reviewed 3 June 2026

Generative engine optimization (GEO) is a market label for practices concerned with visibility in generative AI answers. The label does not establish a standardized method or a proven effect; any claim still needs a defined measure, scope and supporting evidence.

Last reviewed 3 June 2026

A governed composite reading built from multiple observed signals — presence, position, citation behavior, source behavior, authority signals, and surface readings. Defined here as multi-signal; exact weights are not published.

Last reviewed 3 June 2026