Feature - Answer Gaps And Citations

Find the prompts where competitors win - and you do not.

See which buyer questions surface a rival instead of you, which sources AI cites to back the answer, and how it feels about you. Then fix the highest-impact gaps first.

Annotated screenshot
Answer gaps ranked by impact, with citations

A gap you cannot see is a deal you will lose.

When an assistant cites a competitor page as the answer, that is where the buyer goes next. Answer gaps turn that into a ranked, fixable list.

Capabilities

What is inside

Crop
Gap ranking

Answer-gap ranking by impact

Fix the prompts that move the most pipeline first.

Crop
Citations

Citation and source tracking

See which URLs AI trusts - and earn placement there.

Crop
Sentiment

Sentiment on every mention

Catch negative framing before it spreads across models.

Crop
Competitor wins

Competitor-win analysis

Know who beats you on each prompt, and why.

2x

Perplexity mentions in 8 weeks

An agency briefed 6 articles straight from the gap list for a hospitality client; mentions doubled. Placeholder pilot result until a named customer result is available.

See your top 3 answer gaps - free.

How are gaps ranked?

By prompt volume and competitive loss - the prompts where you are absent but buyers are asking come first.

What counts as a citation?

The sources an assistant references to build its answer. Cleotic tracks which domains get cited so you can earn placement.

Is sentiment included?

Yes - every mention is scored, with cadence by plan.