Real ChatGPT answer · index seedY9X8Y3nfQbscompleteB2B software · project managementcommercial

we want to switch to kanban boards for our development workflow what tools do other startups recommend

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
we want to switch to kanban boards for our development workflow what tools do other startups recommend
3 real searches · 1 real-search pass
Kanban tools startups software development teams Linear Jira Trello GitHub Projects Shortcut comparisons 2026Google ↗
OBSERVEDComparison
startup engineering teams Kanban tool recommendations Linear Shortcut GitHub Projects Trello RedditGoogle ↗
OBSERVEDOther / navigational
best Kanban project management software for software development teams pricing features Linear Shortcut Jira 2026Google ↗
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)
Short factOther / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Kanban tools startups software development teams Linear Jira Trello GitHub Projects Shortcut comparisons 2026 Google ↗
startup engineering teams Kanban tool recommendations Linear Shortcut GitHub Projects Trello Reddit Google ↗
best Kanban project management software for software development teams pricing features Linear Shortcut Jira 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Kanban tools startups software development teams Linear Jira Trello GitHub Projects Shortcut comparisons 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
startup engineering teams Kanban tool recommendations Linear Shortcut GitHub Projects Trello Reddit
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
best Kanban project management software for software development teams pricing features Linear Shortcut Jira 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1