Real ChatGPT answer · index seedqcDBiD5fynscompleteMarketing and advertising · ad platformscomparison
How do LinkedIn conversational ads stack up against Meta sponsored messages for reducing cost per acquisition in enterprise software sales?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do LinkedIn conversational ads stack up against Meta sponsored messages for reducing cost per acquisition in enterprise software sales?
4 real searches · 1 real-search pass
LinkedIn Conversation Ads 2026 pricing targeting format lead generation official documentation B2BGoogle ↗
OBSERVEDOther / navigational
Meta Messenger Sponsored Messages status 2026 click to message ads official documentation pricing business messagingGoogle ↗
OBSERVEDOther / navigational
LinkedIn Conversation Ads B2B enterprise software case study cost per lead conversion benchmarksGoogle ↗
OBSERVEDReason
Meta click to message ads B2B SaaS enterprise case study cost per acquisition benchmarksGoogle ↗
OBSERVEDReason
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
LinkedIn Conversation Ads 2026 pricing targeting format lead generation official documentation B2B Google ↗
Meta Messenger Sponsored Messages status 2026 click to message ads official documentation pricing business messaging Google ↗
LinkedIn Conversation Ads B2B enterprise software case study cost per lead conversion benchmarks Google ↗
Meta click to message ads B2B SaaS enterprise case study cost per acquisition benchmarks Google ↗
- LinkedIn Conversation Ads Benchmarks 2026 · kiin.co
- LinkedIn Ads Benchmarks 2026: CTR, CPC, CPM, CPL · kiin.co
- LinkedIn vs Facebook vs Instagram Ads for B2B: 2025 Head-to-Head Benchmark · metadata.io
- Sponsored Messaging ads · linkedin.com
- LinkedIn Ads Guide · business.linkedin.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
LinkedIn Conversation Ads 2026 pricing targeting format lead generation official documentation B2B OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Meta Messenger Sponsored Messages status 2026 click to message ads official documentation pricing business messaging OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
LinkedIn Conversation Ads B2B enterprise software case study cost per lead conversion benchmarks OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Meta click to message ads B2B SaaS enterprise case study cost per acquisition benchmarks OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |