See how the 8 AI engines frame each competitor, the sentiment, not just whether they appear, then track per-engine, per-prompt share of voice over time. Up to 10 competitors per brand on the Business plan, with full citation history per competitor.
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The data gaps stopping teams from seeing AI sentiment and citation share.
Aggregate visibility doesn't tell you the sentiment around each competitor, which one wins the prompt, on which engine, or what content they shipped to win it.
Brand monitors track mentions. Old-world SEO tools track positions. Neither shows per-prompt, per-engine AI citation share or sentiment.
ChatGPT might cite you while Perplexity cites a competitor for the same question. Without per-engine share of voice, the divergence stays hidden.
Competitor sentiment and time-series share of voice, plus citation history per competitor.
See how each engine frames every tracked competitor, the sentiment around the citation, so you can spot a hardening narrative before it compounds.
Historical share of voice per competitor, per prompt, per engine. Catch citation flips while they're happening, not a quarter later.
% of engine answers citing your brand vs each competitor, broken down by engine and prompt. Spot which engines propagate which narratives.
From invisibility to category dominance across every major answer engine.
“WriteWorks showed us exactly which competitors AI was recommending instead of us, and the sentiment behind every mention. We closed the gap across every major engine.”
Everything you need to benchmark share of voice.
How each engine frames every tracked competitor.
Track gains and losses over time.
% share by engine, by prompt.
Same fidelity as your own brand.
Measured savings on competitor analysis.
The features needed to track AI citation share across competitors.
PMM, growth, and SEO running competitive AI search visibility.
Intervene before a competitor narrative compounds.
Benchmark SoV across the competitor set and prove channel impact.
Per-prompt competitor data anchored to live citation telemetry.
“We retired three legacy tools and rebuilt our launch motion around WriteWorks. We can finally see our share of voice on the engines our buyers ask, and prove the lift on every run.”
Read the full storyEverything teams typically ask before getting started.
Related solutions, adjacent use cases, and platform features.
Competitor sentiment, time-series share of voice, and up to 10 competitors per brand across every AI prompt that matters to you.