Generative Engine Optimization Tool
Evaluate whether a page passage answers a real question clearly, identifies the right entity, supports claims with evidence, and uses a structure that is easy to extract and cite.
Deterministic text analysis only — no live AI platform, ranking, mention, or citation data.
Readiness result
62
/100
Direct answer
70
4 question terms appear in the opening answer.
Next: Open with a 12–38 word sentence that directly answers the target question.
Entity clarity
70
SearchVector appears 1 time, including near the start.
Next: Name the relevant brand or entity near the start and explain what it is.
Evidence
32
0 numeric details and 1 evidence cue detected.
Next: Add a verifiable statistic, source, example, or measurement that supports the answer.
Structure
75
3 sentences with an average of 21 words.
Next: Keep the structure pattern when expanding the page.
Analyzed 395 characters locally. This score does not predict rankings or guarantee an AI citation.
What the score measures
Four signals behind citation-ready passages
Generative engine optimization starts with content that can be understood without guessing. The evaluator makes each check visible so the score becomes an editing guide, not a black box.
Direct answer
The opening sentence should respond to the target question in plain language before adding context.
Evaluator check: Question-term coverage and opening-sentence length.
Entity clarity
Readers and retrieval systems need to know which brand, product, person, or concept the passage describes.
Evaluator check: Entity mentions, with extra weight near the start.
Evidence
Specific figures, examples, measurements, and attributable sources make an answer easier to verify and quote.
Evaluator check: Numeric details and evidence-language cues.
Structure
Short sentences, focused paragraphs, descriptive headings, and lists reduce the work required to extract an answer.
Evaluator check: Sentence length, paragraph count, and list structure.
Worked example
Turn a broad claim into an extractable answer
A useful GEO edit adds a direct answer and verifiable detail without stuffing the passage with repeated keywords.
Vague and difficult to verify
Our platform offers powerful AI visibility capabilities that help modern teams achieve better results across the changing search landscape.
The reader cannot tell what the platform does, which workflow it supports, or how to verify the claim.
Specific and answer-sized
SearchVector helps SEO teams map buyer prompts to pages, review brand mentions and citations in AI answers, and prioritize pages with missing evidence. Teams can repeat the same prompt set over time to compare visibility changes after each content update.
The entity, workflow, inputs, and outcome are clear enough to evaluate and quote.
GEO workflow
Evaluate the passage, then validate the outcome
Content readiness is one layer of GEO. Keep technical access, authority, real answer visibility, and measurement in the wider SEO workflow.
01
Choose one question
Use the exact question a buyer might ask and isolate the passage that should answer it.
02
Revise the weak signal
Apply the lowest-scoring recommendation first, then run the same passage again.
03
Measure real visibility
Use SearchVector workflows to track prompts, citations, keyword demand, rankings, and page performance over time.
Frequently asked questions
Generative engine optimization tool FAQs
What this evaluator checks, what it cannot prove, and where GEO fits beside SEO.