Citation share of voice across the major AI answer engines, by funnel stage
Brand
URL
Queries
Competitor set
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Share of Voice
Share of voice = Higgsfield citations divided by all tracked citations (Higgsfield plus Direct plus Adjacent competitors). Presence = share of queries where Higgsfield is cited or named.
Coverage Map
Most-cited sources
Across all engines and queries run so far.
Share of Voice by funnel stage
Priority map — impact by winnability
Each cell counts queries at that impact (rows, top = highest) and winnability (columns, right = highest). Top-right is where Higgsfield 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; Higgsfield is maroon when it wins and outlined when it is in the field but not winning.
Engine cells — how Higgsfield 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 Higgsfield's own status; a dot marks a passed win-condition judgment. Hover a query for its win condition.
Open-weight panel
Beyond the five main engines, this panel watches the open-weight models (DeepSeek, Qwen, Mistral) that power many third-party AI tools, notably in China and Europe. The two tracks ask two different questions.
Track 1 – App presence in China
Does Higgsfield surface inside the consumer DeepSeek and Qwen apps when a Chinese user asks about the brand’s field? We run 15 Core questions translated into Chinese and reviewed by a native speaker. These apps have no API, so this is a manual check run in the apps directly, once a quarter. Hover a row for the Chinese wording.
Track 2 – Base-model authority
With no web search at all, does the raw model already treat Higgsfield as an authority in its field? We ask three “who is authoritative” questions directly to DeepSeek, Qwen, and Mistral via OpenRouter. A named result means the model volunteers Higgsfield from its training alone, the deepest kind of brand recognition. Runs automatically with every sweep. Hover a chip for the model’s exact wording.
Impact and winnability are starting estimates from the query set and are replaced by observed data as runs accumulate.