ALLMO

ALLMO — A cross-model citation-behaviour panel. For each tracked brand prompt set, ALLMO records every domain and exact URL cited by six AI services - ChatGPT, Perplexity, Claude, Gemini, Mistral and Grok - then auto-classifies each cited domain into one of ten source types (owned, forum, review site, media, directory, competitor, user-generated content and others), and drills from domain ranking down to the specific cited page and the AI response that referenced it. The commercially distinctive artifact is the source-type-by-model matrix it produces, which makes explicit that grounding behav…

ALLMO offers (Alternative, Sentiment) — Driven by prompt set multiplied by six models per tracked brand, so it accrues continuously but is not disclosed - the figures shown on the page are illustrative dashboard examples using a placeholder brand and are not a scale claim. Aggregate size scales with customer count times prompt-set size, both undisclosed; the value lies in the source-type taxonomy applied across vendors rather than in record count..

Grounding-behaviour research for model builders and evaluators: how the six major AI services differ in which classes of source they trust, which is otherwise invisible without exactly this measurement, and directly useful to retrieval and reranking teams tuning source priors; retrieval evaluation ground truth for question answering; trust-preference modelling and source-quality labelling, since the ten-category split reveals whether models over-weight forums or review aggregators; answer-engine-optimisation and link-earning strategy for brands; and competitive-intelligence indices on brand visibility inside AI answers by market.

Coverage spans Europe, US; Marketing, Application Software; alternative, sentiment; equities.