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Difficulty scoring across 4 competition factors

QuestionDifficulty Estimator

Estimate how hard a question is to rank for in AI search.

8 questions42 avg difficulty

Sorted · easiest first

how to fix AI overview ranking drop after March 2026 update

21

Easy win · low competition

Head length25

Long tail (11 words)

Entity strength20

No strong brand anchor

Commercial intent15

Low commercial signal

Query shape25

Shape competition estimate

GEO audit checklist for B2B SaaS

29

Easy win · low competition

Head length45

Medium tail (6 words)

Entity strength20

No strong brand anchor

Commercial intent15

Low commercial signal

Query shape30

Shape competition estimate

what is the best CRM for solo consultants running a boutique agency in 2026

36

Accessible with focused page

Head length10

Very long tail (14 words)

Entity strength20

No strong brand anchor

Commercial intent75

Buyer intent head term

Query shape55

Shape competition estimate

how do I get cited in ChatGPT answers

40

Accessible with focused page

Head length45

Medium tail (8 words)

Entity strength50

Strong brands: chatgpt

Commercial intent15

Low commercial signal

Query shape55

Shape competition estimate

how does Claude decide which sources to cite

40

Accessible with focused page

Head length45

Medium tail (8 words)

Entity strength50

Strong brands: claude

Commercial intent15

Low commercial signal

Query shape55

Shape competition estimate

best price for Zendesk Enterprise plan

53

Accessible with focused page

Head length45

Medium tail (6 words)

Entity strength50

Strong brands: zendesk

Commercial intent75

Buyer intent head term

Query shape40

Shape competition estimate

llms.txt vs robots.txt

56

Moderate · needs strong entity signals

Head length90

Head term, saturated (3 words)

Entity strength20

No strong brand anchor

Commercial intent55

Low commercial signal

Query shape40

Shape competition estimate

what is the best CRM

57

Moderate · needs strong entity signals

Head length70

Short tail (5 words)

Entity strength20

No strong brand anchor

Commercial intent75

Buyer intent head term

Query shape55

Shape competition estimate

How it works

Paste a list of questions. Each one is scored 0-100 across four factors - head length, entity strength of the target, assumed commercial competition and query shape. Lower scores are easier to rank for; higher scores mean you will need much stronger entity and citation signals to compete.

Why the 4 factors matter

  • Head length is the biggest lever. A 12-word question has almost no direct competition regardless of topic.
  • Strong entities crowd out smaller sites. Queries mentioning Google, OpenAI or major SaaS brands are answered by those brands first.
  • Commercial head terms are brutal. "best CRM" is contested by hundreds of thousands of pages. "best CRM for solo legal consultants in Austin" is contested by almost none.
  • Query shape sets the ceiling. How-tos and definitions are cluttered. Error messages and troubleshooting queries have open lanes.

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