Surfaced monitors how frontier LLMs represent your brand across 15 searches per week — visibility, sentiment, and messaging alignment — so you know exactly where you stand before your competitors do.
Weekly report — Meridian Finance
01
Track how often your brand is mentioned across AI-generated answers for your target queries — and how that compares to competitors.
Meridian Finance — this week
Mentioned in 11 of 15 runs
73% mention rate02
Understand whether AI responses describe your brand positively, neutrally, or negatively when you are mentioned.
Meridian Finance — this week
9 positive · 2 neutral · 0 negative
82% positive sentiment03
Measure how often the AI affirms your specific brand claims — not just that you were mentioned, but whether your story came through.
Meridian Finance — this week
4 of 5 claims affirmed per mention
94% message matchEvery Surfaced score is built on 15 independent data points — 5 distinct prompt variants, each run 3 times. That removes single-prompt noise and gives you a reproducible visibility number you can track over time.
5×3
Prompt variants × independent runs per report
15
Data points behind every visibility score
1×
What a single manual ChatGPT check gives you
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