What do business owners say about the effectiveness of using university alumni directories versus cold outreach on LinkedIn?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do business owners say about the effectiveness of using university alumni directories versus cold outreach on LinkedIn?
3 real searches · 1 real-search pass
business owners experiences university alumni directories networking prospecting versus cold LinkedIn outreach effectiveness RedditGoogle ↗
OBSERVEDComparison
small business owners alumni network directory lead generation compared with LinkedIn cold outreach response ratesGoogle ↗
OBSERVEDComparison
founder sales advice alumni directories warm introductions versus cold LinkedIn outreachGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT3 real searches · gpt-6
business owners experiences university alumni directories networking prospecting versus cold LinkedIn outreach effectiveness Reddit Google ↗
small business owners alumni network directory lead generation compared with LinkedIn cold outreach response rates Google ↗
founder sales advice alumni directories warm introductions versus cold LinkedIn outreach Google ↗
- Cold outreach that doesn’t feel cold: A script-free guide for recent grads – Harvard FAS · careerservices.fas.harvard.edu
- Cold Email vs LinkedIn Results (+ One Thing That Surprisingly Worked) · reddit.com
- What’s been your experience with cold LinkedIn outreach in B2B — and have you seen it work consistently? · reddit.com
- 2026 Small Business Study: Early LinkedIn x Ipsos Findings · business.linkedin.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
business owners experiences university alumni directories networking prospecting versus cold LinkedIn outreach effectiveness Reddit OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
small business owners alumni network directory lead generation compared with LinkedIn cold outreach response rates OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
founder sales advice alumni directories warm introductions versus cold LinkedIn outreach OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |