Real ChatGPT answer · index seedXJKcAPa1PcscompleteMarketing and advertising · SEOcomparison

At my age I like things simple. Can you compare BrightLocal to Whitespark for figuring out local SEO ranking factors for my home repair business?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
At my age I like things simple. Can you compare BrightLocal to Whitespark for figuring out local SEO ranking factors for my home repair business?
3 real searches · 1 real-search pass
BrightLocal vs Whitespark local SEO tools ranking factors citation tracking local search grid features pricing 2026Google ↗
OBSERVEDComparison
BrightLocal official local search grid rank tracker citation builder reputation manager featuresGoogle ↗
OBSERVEDOther / navigational
Whitespark official local rank tracker local citation finder features pricingGoogle ↗
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%Comparison33%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
BrightLocal vs Whitespark local SEO tools ranking factors citation tracking local search grid features pricing 2026 Google ↗
BrightLocal official local search grid rank tracker citation builder reputation manager features Google ↗
Whitespark official local rank tracker local citation finder features pricing Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
BrightLocal vs Whitespark local SEO tools ranking factors citation tracking local search grid features pricing 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
BrightLocal official local search grid rank tracker citation builder reputation manager features
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Whitespark official local rank tracker local citation finder features pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1