Cited Glossary

The Cited vocabulary. Defined precisely.

The core terms we use to describe the gap between post experience evidence and pre purchase AI recommendation.

AI Revenue Gap analysisPost-purchase evidenceRecommendation GapBaseline Recommendation AssessmentRecommendation Evidence StatesRecommendation SprintRecommendation ProgrammeDefineBaselineTraceStrengthenRerunWord of mouth is becoming machine readableDistributed reputation

AI Revenue Gap

What Cited is.

The commercial category Cited operates in. AI Revenue Gap intelligence for travel measures how travel brands appear across defined AI supported buying journeys, investigates the customer and market evidence associated with those patterns, and identifies where evidence and recommendation diverge.

Post-purchase evidence

The starting point of the Cited thesis.

Customer and market proof created after a travel experience: reviews, advocacy, complaints, case studies, editorial coverage, ratings, references. This evidence accumulates publicly across platforms AI can increasingly draw from when forming answers about travel brands.

Recommendation Gap

The problem Cited investigates.

The mismatch between the evidence your brand has earned and the AI recommendations your brand currently wins. A Recommendation Gap exists when strong evidence does not correspond with AI recommendation that drives bookings.

Baseline Recommendation Assessment

Step 02 of the Cited method.

A documented picture of a brand's current recommendation position across five AI channels, established at the start of every Cited engagement. The baseline is what every subsequent measurement is compared against.

Recommendation Evidence States

The diagnostic output of the Trace step.

The four diagnostic states Cited uses after tracing the evidence associated with a recommendation pattern. Own: evidence is strong and aligned. Activate: evidence exists but is not reflected. Protect: evidence is present but under threat. Fix: evidence and experience are misaligned.

Recommendation Sprint

The primary commercial engagement.

A fixed-scope Cited engagement focused on one defined recommendation your brand wants to win. The Sprint follows the five-step method: Define, Baseline, Trace, Strengthen, Rerun. Focus Sprint from $12,500. Growth Sprint from $20,000.

Recommendation Programme

The ongoing commercial engagement.

An ongoing Cited engagement that tracks multiple recommendation opportunities as customer experience, public evidence, competitors and AI outputs change over time. Cited Programme from $15,000 per quarter.

Define

Method step 01.

Step 01 of the Cited method. Agreeing the specific buying situation: the recommendation to compete for, the traveller type, the market and the competitor set. Every Cited engagement starts here.

Baseline

Method step 02.

Step 02 of the Cited method. Establishing where the brand stands today across five AI channels. Documenting what AI currently recommends, for which queries, with what associated evidence patterns. This is the before.

Trace

Method step 03.

Step 03 of the Cited method. Investigating the customer, market and authority evidence behind the recommendation gap. Identifying where evidence is strong and where gaps exist.

Strengthen

Method step 04.

Step 04 of the Cited method. Improving genuine customer, brand and authority evidence where legitimate gaps exist. Grounded in what customers and the market already prove. Cited does not manufacture evidence.

Rerun

Method step 05.

Step 05 of the Cited method. Running the same defined buying journeys again across the same five AI channels. Measuring what changed against the baseline. Every finding traced to specific evidence actions.

Word of mouth is becoming machine readable

The Cited thesis expression.

The memorable articulation of the Cited thesis. Travel has always run on word of mouth. AI changes the scale at which that word of mouth can participate in discovery. What customers say after a journey can increasingly matter to what AI says before the next traveller chooses.

Distributed reputation

Relevant for destinations and DMOs.

The evidence environment of a destination or ecosystem where no single organisation controls the full picture. A destination accumulates reputation through hotels, attractions, food, safety, transport, media and traveller advocacy. Cited measures distributed reputation for destinations and DMOs.

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