Real ChatGPT answer · index seedG2lAxOemFwIcompleteMarketing and advertising · local marketingcomparison

Is Podium or Grade.us cheaper and easier for a first-time store owner who is terrible with technology to manage customer feedback?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Podium or Grade.us cheaper and easier for a first-time store owner who is terrible with technology to manage customer feedback?
2 real searches · 1 real-search pass
Podium pricing 2026 review management plans official pricing features ease of useGoogle ↗
OBSERVEDComparison
Grade.us pricing 2026 plans official review management featuresGoogle ↗
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 (2)
Short factOther / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

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

Searches and sources

ChatGPT2 real searches · gpt-6
Podium pricing 2026 review management plans official pricing features ease of use Google ↗
Grade.us pricing 2026 plans official review management features Google ↗
  1. Pricing · grade.us
  2. Podium Pricing & Plans · podium.com
  3. Podium Pricing · usagepricing.com
  4. Grade.us Pricing in 2026: 4 Plans Compared · itechguides.com
  5. Podium Software Pricing, Alternatives & More 2026 · capterra.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Podium pricing 2026 review management plans official pricing features ease of use
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Grade.us pricing 2026 plans official review management features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1