Real ChatGPT answer · index seede9u9pqky8gAcompleteMarketing and advertising · SEOinformational

How do I perform a realistic keyword difficulty analysis for my early stage startup when major SEO tools keep giving me conflicting difficulty scores?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do I perform a realistic keyword difficulty analysis for my early stage startup when major SEO tools keep giving me conflicting difficulty scores?
3 real searches · 1 real-search pass
how Ahrefs keyword difficulty score calculated backlinks referring domains official documentationGoogle ↗
OBSERVEDInstruction
Semrush keyword difficulty score calculation official documentation keyword difficultyGoogle ↗
OBSERVEDReason
Google Search Central creating helpful reliable people-first content ranking systems documentationGoogle ↗
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%ComparisonConsequenceReason33%DefinitionInstruction33%Yes / 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
how Ahrefs keyword difficulty score calculated backlinks referring domains official documentation Google ↗
Semrush keyword difficulty score calculation official documentation keyword difficulty Google ↗
Google Search Central creating helpful reliable people-first content ranking systems documentation Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
how Ahrefs keyword difficulty score calculated backlinks referring domains official documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Semrush keyword difficulty score calculation official documentation keyword difficulty
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Search Central creating helpful reliable people-first content ranking systems documentation
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1