AI intent and topic clusters

AI 질문 의도·주제 묶음

Group grounding questions by intent and topic to spot coverage gaps.

···
html
<div class="scene clusters"><div class="label">GROUNDING QUESTIONS</div><div class="queries"><span>best reading lamp?</span><span>lamp for narrow desk?</span><span>lamp under $50?</span></div><div class="buckets"><div class="panel use"><b>USE CASE</b><small>2 cited questions</small><i id="use"></i></div><div class="panel buy"><b>BUYING</b><small>citation gap</small><i id="buy"></i></div></div></div>
css
.scene{width:min(92%,680px);max-height:94%;font:700 clamp(10px,max(1.7vmin,1vw),15px)/1.3 sans-serif;color:var(--fg)}.label{font:900 clamp(10px,max(1.3vmin,1vw),12px)/1 sans-serif;letter-spacing:.12em;color:var(--accent)}.panel{background:var(--surface);border:1px solid var(--line);padding:clamp(8px,2vmin,18px)}.muted{color:var(--muted)}.accent{color:var(--accent)}.row{display:flex;align-items:center;gap:clamp(5px,1.2vmin,10px)}.pill{display:inline-block;padding:.35em .6em;border:1px solid var(--line);border-radius:30px}button{cursor:pointer;font:inherit}@media(min-width:700px){.scene{transform:scale(1.5)}}.clusters{max-width:620px}.queries{display:flex;gap:5px;margin:clamp(9px,2vmin,18px) 0}.queries span{flex:1;min-width:0;padding:clamp(5px,1.2vmin,10px);border:1px solid var(--line);background:var(--surface);font-size:clamp(10px,max(1.2vmin,1vw),12px);animation:sort 4s infinite}.queries span:nth-child(2){animation-delay:.3s}.queries span:nth-child(3){animation-delay:.6s}.buckets{display:flex;gap:8px}.buckets .panel{flex:1;min-width:0;min-height:clamp(70px,13vmin,110px);display:flex;flex-direction:column;gap:5px}.buckets b{font-size:clamp(10px,max(1.5vmin,1vw),13px)}.buckets small{color:var(--muted);font-size:clamp(10px,max(1.2vmin,1vw),12px)}.buckets i{height:clamp(6px,1.3vmin,12px);width:75%;background:var(--accent);margin-top:auto;animation:fill 4s infinite}.buy i{width:22%;background:var(--line)}@keyframes sort{0%,15%{opacity:.3;transform:translateY(-5px)}40%,90%{opacity:1;transform:none}100%{opacity:.3}}@keyframes fill{0%,20%{transform:scaleX(.2);transform-origin:left}45%,90%{transform:scaleX(1)}100%{transform:scaleX(.2)}}

Bing's AI visibility preview groups citation-related grounding questions by intent and topic. It helps reveal broader question patterns beyond individual keywords.

In the demo, question cards move into use-case and buying-comparison groups. A cluster with weak citation coverage exposes a gap.

Automatic classification is imperfect. Bing notes that some niche labels can be broad in preview, so inspect the underlying questions too.

When to use

Use it to find topic areas where your sources are rarely cited.

Open as page ↗