Real ChatGPT answer · index seedXDxM1CMwMbkcompleteMarketing and advertising · SEOcomparison

What are the hidden costs of using enterprise SEO platforms like BrightEdge compared to staying on a cheaper toolset like Moz?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the hidden costs of using enterprise SEO platforms like BrightEdge compared to staying on a cheaper toolset like Moz?
3 real searches · 1 real-search pass
BrightEdge enterprise SEO platform implementation onboarding integrations pricing contract features officialGoogle ↗
OBSERVEDComparison
Moz Pro pricing features official SEO platform plansGoogle ↗
OBSERVEDComparison
BrightEdge vs Moz enterprise SEO platform total cost of ownership implementation training reviewsGoogle ↗
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 / navigationalComparison100%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
BrightEdge enterprise SEO platform implementation onboarding integrations pricing contract features official Google ↗
Moz Pro pricing features official SEO platform plans Google ↗
BrightEdge vs Moz enterprise SEO platform total cost of ownership implementation training reviews Google ↗
  1. Enterprise SEO · help.brightedge.com
  2. AWS Marketplace: BrightEdge · aws.amazon.com
  3. BrightEdge Reviews, Pricing & Alternatives (2026) · toolradar.com
  4. Order Form · occompt.com
  5. Moz Pro Pricing · dc8hdnsmzapvm.cloudfront.net
  6. Compare BrightEdge vs Moz Pro 2026 · trustradius.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
BrightEdge enterprise SEO platform implementation onboarding integrations pricing contract features official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Moz Pro pricing features official SEO platform plans
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
BrightEdge vs Moz enterprise SEO platform total cost of ownership implementation training reviews
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1