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How qualification works

How IntentLoom qualifies opportunities

IntentLoom helps you focus on Reddit conversations that may be worth a closer look. It uses your project context and configured signals to find candidates, then applies AI-assisted qualification so you can prioritize what to review.

Outcome: You will understand why an opportunity appears in your inbox, what its score and summary mean, and how to decide whether it is relevant.

1. Your project defines what matters

Qualification starts with the project you configured: its product description, keywords, and optional competitor context. These signals define the kinds of conversations IntentLoom should look for.

Clear, specific project context produces more useful starting candidates. Broad terms can find more conversations, but they also increase the chance of irrelevant matches.

2. IntentLoom finds matching conversations

IntentLoom monitors Reddit posts and comments that match your project signals. It can surface several kinds of opportunities:

  • Posts — new submission-level conversations that match your configured post keywords.
  • Comments — relevant signals found inside a comment, often where a need or evaluation appears deeper in an existing thread.
  • Competitor conversations — discussions connected to competitors you have configured, helping you understand alternatives and market language.
  • SEO opportunities — Reddit threads identified through a separate SEO keyword workflow because they are visible in search results.

Each match gives you a starting point. Qualification adds more context so you can focus your attention on the conversations that fit best.

3. Candidates are filtered and assessed

For eligible post candidates, IntentLoom can use semantic similarity as an additional filter before further AI qualification. This helps reduce clearly unrelated matches even when they share a keyword with your project.

Candidates that proceed are prepared with their available Reddit context. AI then helps summarize the conversation and assess how closely it fits the project’s product and intended customer.

The exact path can vary by opportunity type and project configuration. Treat this process as prioritization, not as proof that a person is ready to buy.

4. A relevance score helps you prioritize

Each opportunity can include a relevance score and an AI-generated summary. Use them to decide which items to open first:

A redacted opportunity with its AI summary, relevance score, and reply action

  • A higher score generally means the conversation appears to fit your project context more closely.
  • The summary gives you a fast starting point for understanding the discussion.
  • The original Reddit thread remains the source of truth.

Use the score to decide what to open first, then let the full thread guide your next step. Scores are most useful alongside the original context, especially when a post is short or ambiguous.

Posts and comments need different review

Posts

A post opportunity is based on the submission itself. Review the title, body, subreddit, timing, and the replies already in the thread before deciding how to respond.

Comments

A comment opportunity is based on a matched comment within a larger conversation. Read both the comment and its parent thread. The original post may change the meaning of a short comment or reveal that the discussion is no longer relevant.

In both cases, the best opportunity is one where you can contribute useful, relevant information—not simply one that contains a familiar keyword.

Improve the signal over time

Use your review decisions to tune the project:

  • Relevant opportunities: keep the keywords and project language that contributed to them.
  • False positives: refine overly broad keywords or clarify the project description.
  • Repeatedly irrelevant sources: add a subreddit or Reddit author to the block list.
  • Too few opportunities: add focused customer-language terms rather than immediately switching to generic keywords.

This feedback loop is more valuable than chasing a perfect score threshold. It keeps the project aligned with the conversations your team can genuinely help with.

Make the final decision

IntentLoom helps you surface, summarize, score, and draft responses. Use that context to decide where you can add genuine value, then tailor your response to the conversation before posting.

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