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Community Intelligence · Diagnose

AI answers are written in threads you've never read.

When an engine answers 'best X for Y', the citations skew hard toward community discussions — one stale thread can shape your category's answer for months. Most platforms don't watch this surface at all. Crescive does.

From citation data to community strategy.

  1. 1

    Detect community citations

    Answer Intelligence already parses every citation. Community Intelligence isolates the Reddit, forum, and Q&A sources and ranks them by how often they power answers about you.

  2. 2

    Monitor the threads that matter

    Cited threads are tracked through official interfaces: new replies, sentiment shifts, and mentions of you or rivals raise alerts.

  3. 3

    Find the open questions

    Unanswered, high-fit questions in your category are surfaced — the places where a genuinely helpful answer earns durable AI presence.

  4. 4

    Engage transparently

    Playbooks draft disclosure-first responses for your team to review, edit, and post as themselves. Helpful beats sneaky — and it's also the only approach that lasts.

No astroturfing. Ever. By design.

Undisclosed brand shilling violates platform rules, FTC endorsement guidelines, and — eventually — your reputation, because communities always find out. Crescive's community workflows are built to keep you on the right side of all three.

  • Drafts are written for disclosed, attributed participation
  • No sockpuppet management, no vote tooling, no fake accounts — the product refuses the category
  • Every engagement is logged for your own compliance review

Why the blind spot exists

Enterprise AEO platforms grew out of SEO reporting, where the unit of work is your own website. Community influence is messier — it belongs to PR, to support, to founders — so the dashboards simply skip it. Meanwhile the engines keep citing the threads.

If your rival's champion answered one question well in 2024, that thread may be your category's canonical source today. You can't fix what you don't monitor.

The community layer, productized.

Cited-thread index

Every community source appearing in answers about you or your rivals, ranked by citation frequency.

Thread monitoring

Alerts on new replies, sentiment turns, and brand mentions inside the threads that shape your answers.

Open-question radar

High-fit unanswered questions where a helpful, disclosed reply can earn lasting presence.

Rival watch

See when a competitor's team shows up in a thread — and when their claims go unchallenged.

Narrative early-warning

Complaint clusters in communities often precede sentiment drops in AI answers by weeks. Catch them upstream.

Approval-gated drafts

Response drafts flow through the same human-review gate as every Crescive playbook.

Community Intelligence FAQ

Which communities are covered?

Reddit is the anchor — it dominates community citations in AI answers — plus the forums and Q&A surfaces that appear in your category's citation data. Coverage follows the evidence: if engines start citing a new surface for your topics, it shows up here.

Is this compliant with platform rules?

Yes. Monitoring uses official interfaces, and engagement tooling is deliberately limited to disclosed, human-posted participation. We built the guardrails in because shortcuts on this surface destroy brands.

Can Crescive post on my behalf?

No — and that's a feature. Drafts are prepared for your team to review and post from accounts that identify themselves. Automation ends where authenticity starts.

How does this connect to my visibility score?

Cited threads are weighted into citation authority, and community-driven changes show up in the same before/after impact tracking as any other action — so you can prove that community work moved the answer.

Find the threads writing your category's answers.

Self-serve. Transparent pricing. No sales call required.