Real ChatGPT answer · index seedkYYnK9afOf8completeB2B software · developer toolslocal

We need to book a consultation with a DevOps consultant in the Philadelphia area who specializes in writing Terraform deployment scripts for AWS.

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

The searches the AI actually ran for this prompt.

SEED QUERY
We need to book a consultation with a DevOps consultant in the Philadelphia area who specializes in writing Terraform deployment scripts for AWS.
3 real searches · 1 real-search pass
Philadelphia DevOps consultant AWS Terraform consulting Terraform deployment scripts consultationGoogle ↗
OBSERVEDComparison
DevOps consulting AWS Terraform infrastructure as code consultantsGoogle ↗
OBSERVEDComparison
AWS cloud consulting Terraform PhiladelphiaGoogle ↗
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 / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / 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
Philadelphia DevOps consultant AWS Terraform consulting Terraform deployment scripts consultation Google ↗
DevOps consulting AWS Terraform infrastructure as code consultants Google ↗
AWS cloud consulting Terraform Philadelphia Google ↗
  1. Contact EFS DevOps · efsdevops.com
  2. About EFS DevOps · efsdevops.com
  3. Terraform Implementation & Infrastructure-as-Code · curotec.com
  4. DevOps Services Company · curotec.com
  5. Dan Stark DevOps Consulting LLC · danstarkdevops.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Philadelphia DevOps consultant AWS Terraform consulting Terraform deployment scripts consultation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
DevOps consulting AWS Terraform infrastructure as code consultants
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
AWS cloud consulting Terraform Philadelphia
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1