Real ChatGPT answer · index seedjfXdltx7F1wcompleteB2B software · developer toolslocal

Are there any local software consulting firms in downtown Portland that I can book for a half-day session to help me set up AWS IAM roles safely?

ChatGPTgpt-64 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any local software consulting firms in downtown Portland that I can book for a half-day session to help me set up AWS IAM roles safely?
4 real searches · 1 real-search pass
Portland Oregon downtown AWS IAM consulting firm half day workshop cloud security consultantGoogle ↗
OBSERVEDOther / navigational
AWS cloud consultingGoogle ↗
OBSERVEDOther / navigational
AWS IAM security consultingGoogle ↗
OBSERVEDComparison
cloud security consultantsGoogle ↗
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 (4)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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
Portland Oregon downtown AWS IAM consulting firm half day workshop cloud security consultant Google ↗
AWS cloud consulting Google ↗
AWS IAM security consulting Google ↗
cloud security consultants Google ↗
  1. ERGOS website · ergos.com

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Portland Oregon downtown AWS IAM consulting firm half day workshop cloud security consultant
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
AWS cloud consulting
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
AWS IAM security consulting
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
cloud security consultants
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1