Product Engineering VP
AI recommendation signal analysis across 259 domains for the Product Engineering VP persona in Enterprise Search Knowledge Copilots.
This report tracks how AI models and search engines recommend companies across 100 industries. If you want the same analysis run specifically against your own site and competitors, get in touch.
Get in touch →How to use this page
See the searches AI runs for itself
When an AI model needs the web to answer, it writes its own search queries. These are those queries, word for word. They show how machines translate buyer questions into searches, so make sure your pages answer the queries the models actually run, not just the ones humans type.
Where the numbers come from
During the LLM runs that used web search, we captured every search query each model issued for this segment's questions. Counts are small by nature: a model typically runs only a handful of these searches per question.
What's on this page
A side-by-side comparison of any two models' queries, and a table of every query with the models that used it.
Compare two models' fanout queries
The exact web searches each model ran while answering Product Engineering VP questions. Pick a model for each column. Lists are short by nature: a model issues only a handful of searches per question.
- enterprise search knowledge copilot engineering teams GitHub Confluence Jira Slack permissions citations
- Glean enterprise AI search connectors GitHub Confluence Jira Slack permissions
- engineering knowledge discovery copilot code docs runbooks incident postmortems enterprise search
- Sourcegraph Cody enterprise code search knowledge graph docs
- Kapa AI technical documentation support copilot integrations Slack GitHub
- Guru enterprise AI search knowledge management Slack Google Drive Confluence permissions citations
- Unleash enterprise AI search knowledge copilot GitHub Slack Confluence Jira
- Atlassian Rovo enterprise search AI Jira Confluence GitHub Slack Google Drive permissions
- Microsoft 365 Copilot connectors enterprise search Confluence Jira GitHub permissions
- Elastic Search AI enterprise search connectors GitHub Confluence Jira Slack Google Drive
- Hebbia enterprise AI search knowledge assistant permissions citations
- Dashworks AI knowledge assistant enterprise search permissions Slack Confluence Jira GitHub
- Qatalog enterprise search AI work hub Slack Google Drive Jira Confluence
- Coveo enterprise search generative answering permissions Slack Confluence Jira GitHub
- Algolia AI enterprise search workplace knowledge connectors Confluence Slack Jira
- "Moveworks" URL domain
- "Coveo" enterprise search domain
- AI search knowledge base developers GitHub Jira Confluence Mendable Kapa.ai
- enterprise search engineering knowledge discovery tool AI copilot Glean Swiftype Qatalog
- "Inkeep" developer search copilot domain
- developer search copilot enterprise Confluence Slack GitHub Slab Guru
- "GoSearch" enterprise search domain
- "Mendable" AI search developer domain
All fanout queries
Every fanout query for this segment, with how many models used it and which ones. Overlap between models means they translated the same buyer question into the same search, a strong signal that ranking for that query matters.
| Query | LLM Count | LLMs |
|---|---|---|
| "coveo" enterprise search domain | 1 | Gemini 3.5 Flash |
| "gosearch" enterprise search domain | 1 | Gemini 3.5 Flash |
| "inkeep" developer search copilot domain | 1 | Gemini 3.5 Flash |
| "mendable" ai search developer domain | 1 | Gemini 3.5 Flash |
| "moveworks" url domain | 1 | Gemini 3.5 Flash |
| ai knowledge search platform developers code docs jira confluence github integration | 1 | DeepSeek V4 Pro |
| ai search knowledge base developers github jira confluence mendable kapa.ai | 1 | Gemini 3.5 Flash |
| ai search tool code documentation architecture decisions runbooks | 1 | Claude Haiku 4.5 |
| algolia ai enterprise search workplace knowledge connectors confluence slack jira | 1 | GPT 5.5 |
| atlassian rovo enterprise search ai jira confluence github slack google drive permissions | 1 | GPT 5.5 |
| best ai knowledge copilot for developers documentation search 2026 | 1 | Claude Sonnet 5 |
| best enterprise knowledge copilot engineering teams 2024 2025 comparison | 1 | DeepSeek V4 Pro |
| coveo enterprise search generative answering permissions slack confluence jira github | 1 | GPT 5.5 |
| dashworks ai knowledge assistant enterprise search permissions slack confluence jira github | 1 | GPT 5.5 |
| developer knowledge discovery platform confluence jira github integration | 1 | Claude Haiku 4.5 |
| developer search copilot enterprise confluence slack github slab guru | 1 | Gemini 3.5 Flash |
| elastic search ai enterprise search connectors github confluence jira slack google drive | 1 | GPT 5.5 |
| engineering knowledge discovery copilot code docs runbooks incident postmortems enterprise search | 1 | GPT 5.5 |
| enterprise search engineering knowledge discovery tool ai copilot glean swiftype qatalog | 1 | Gemini 3.5 Flash |
| enterprise search knowledge copilot engineering teams documentation | 1 | Claude Haiku 4.5 |
| enterprise search knowledge copilot engineering teams github confluence jira slack permissions citations | 1 | GPT 5.5 |
| enterprise search knowledge copilot for engineering teams confluence jira github slack | 1 | Claude Sonnet 5 |
| enterprise search with document permissions governance engineering teams | 1 | DeepSeek V4 Pro |
| glean enterprise ai search connectors github confluence jira slack permissions | 1 | GPT 5.5 |
| glean unblocked onyx enterprise search knowledge 2026 | 1 | Claude Haiku 4.5 |
| guru enterprise ai search knowledge management slack google drive confluence permissions citations | 1 | GPT 5.5 |
| hebbia enterprise ai search knowledge assistant permissions citations | 1 | GPT 5.5 |
| kapa ai technical documentation support copilot integrations slack github | 1 | GPT 5.5 |
| microsoft 365 copilot connectors enterprise search confluence jira github permissions | 1 | GPT 5.5 |
| qatalog enterprise search ai work hub slack google drive jira confluence | 1 | GPT 5.5 |
| sourcegraph cody enterprise code search knowledge graph docs | 1 | GPT 5.5 |
| sourcegraph memex enterprise search knowledge copilot engineering 2026 | 1 | Claude Haiku 4.5 |
| unleash enterprise ai search knowledge copilot github slack confluence jira | 1 | GPT 5.5 |