Real ChatGPT answer · index seedlF75tx7ldDIcompleteB2B software · project managementbrand

Has Linear recently added any new features for contractor management that make it worth leaving our current budget tool

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Has Linear recently added any new features for contractor management that make it worth leaving our current budget tool
3 real searches · 1 real-search pass
Linear software recent 2026 product updates contractor management budgets spend vendor contracts features changelogGoogle ↗
OBSERVEDReason
Linear app contractor management features budget tracking vendor management invoices purchase orders 2026Google ↗
OBSERVEDOther / navigational
Linear official changelog 2026 project management features integrations initiatives projectsGoogle ↗
OBSERVEDOther / navigational

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 / navigational67%ComparisonConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
Linear software recent 2026 product updates contractor management budgets spend vendor contracts features changelog Google ↗
Linear app contractor management features budget tracking vendor management invoices purchase orders 2026 Google ↗
Linear official changelog 2026 project management features integrations initiatives projects Google ↗
  1. Changelog · linear.app
  2. Changelog · linear.app
  3. Agent assisted project updates · linear.app

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Linear software recent 2026 product updates contractor management budgets spend vendor contracts features changelog
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Linear app contractor management features budget tracking vendor management invoices purchase orders 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Linear official changelog 2026 project management features integrations initiatives projects
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1