Citation share of voice across the major AI answer engines, by category
Brand
URL
Queries
Competitor set
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Share of Voice
Share of voice = HP citations divided by all tracked citations (HP plus Direct plus Adjacent competitors). Presence = share of queries where HP is cited or named.
Coverage Map
Most-cited sources
Across all engines and queries run so far.
Share of Voice by category
Priority map — impact by winnability
Each cell counts queries at that impact (rows, top = highest) and winnability (columns, right = highest). Top-right is where HP both matters most and can realistically win. Click a cell to filter the matrix to those queries; click it again to clear.
Query matrix
Tier
Type
Impact
Winnability
Leaders by engine
Cited leaders — publishers ranked by citations, blended across the five engines by default. Use “Leaders by engine” above to re-rank for a single engine. The winner is emphasized; HP is maroon when it wins and outlined when it is in the field but not winning.
Engine cells — how HP appears in that engine’s answer:
MC mentioned & citedC cited only — linked as a source, name not in the textM mentioned only — named in the text, not linked– absent● met the win condition● partially met (Core queries only)
Winner is the most-cited publisher across engines for that query. Engine cells show HP's own status; a dot marks a passed win-condition judgment. Hover a query for its win condition.
Impact and winnability are starting estimates from the query set and are replaced by observed data as runs accumulate.