nerdwallet.com

Finance

52/100

GEO 61.17AEO 28.7AI Extractability 37

Last scanned Jun 26, 2026 · Methodology v4.5 · View Leaderboard →

nerdwallet.com scored 52/100 on AI-readiness across 48 parameters measured against ChatGPT, Claude, Perplexity, and Gemini visibility checks. 20 parameters passed, 14 failed, and 6 need improvement. Strongest area: Content Authority & Quality. Weakest: Answer Positioning. Compared to other finance.financial_planning_and_management sites, this score is in the 67th percentile.

The website nerdwallet.com, with the page title "NerdWallet: Finance smarter", provides a platform where users can easily find the right financial product for their specific needs. According to the site's meta-description, the team does all of the research so that visitors do not have to do it themselves. Following an evaluation of its features, friendly4AI has assigned this website an AI-readiness score of 52.

20 Pass

14 Fail

6 Needs Improvement

Engine-specific readiness

These are derived on-page readiness estimates for each engine's grounding index — not live engine queries.

Microsoft Copilot · ChatGPT Search

Bing index

Google AI Mode · Gemini

Google ranking

Limited signal

Perplexity

Own index

Limited signal

Claude

Brave Search

Limited signal

Why per-provider matters: ChatGPT and Perplexity disagree by up to 22× on the same prompt set. A single-engine score is a sampling error.

AI Extractability

AI Extractability: 37/100

How easily AI engines can extract and cite this page. Combines freshness, schema, and answer-block placement.

Freshness

Fresh

Fresh — last modified 0 days ago. Inside the 7–14 day refresh window AI engines reward.

Source:date_header

Freshness: page modified 0 days ago. Inside Perplexity 2–3 day window. Inside 13-week recent band. Far from 26-week at-risk threshold.

Perplexity 2–3d

Schema / Structured Data

No structured data detected. Schema.org markup raises LLM extraction accuracy from 16% to 54% — a 3.4× lift.

Answer Block

Missing

No answer block in the first 200 words. Your first 200 words contain navigation, a {{introWordCount}}-word intro, and a product description. Open with a 40–60 word direct answer.

No answer block detected.

GEO — Generative Engine Optimization

Parameters that determine how well AI crawlers can discover and index your content.

Crawlability & Access

robots.txt accessibilityLearn more	Fail
HTTP status and reachabilityLearn more	Pass
AI usage declaration GEO + AEO Learn more	Fail
AI opt-out technical signals GEO + AEO Learn more	Pass
AI crawler access controlLearn more	Partial
Paywall and login gating detectionLearn more	Pass
Search-bot network reachabilityLearn more	Pass

Discovery & Metadata

sitemap.xml availabilityLearn more	Pass
Structured Data (schema.org)Learn more	Fail
Page metadataLearn more	Pass
URL stabilityLearn more	Pass
Structured data (schema.org/JSON-LD) coverageLearn more	Fail
Security headers baselineLearn more	Pass
FAQ schema detection GEO + AEO Learn more	Fail
Internal link coverageLearn more	Pass
Content-type schema alignmentLearn more	N/A
IndexNow push-protocol adoptionLearn more	Fail
Entity grounding via sameAs linksLearn more	Fail

API & Agent Readiness

OpenAPI/API discoverability GEO + AEO Learn more	N/A
API schema quality for agent consumption GEO + AEO Learn more	N/A
Action-oriented API GEO + AEO Learn more	N/A
Agent onboarding documentation GEO + AEO Learn more	Fail
Machine-readable capability metadata GEO + AEO Learn more	Fail
API auth transparency GEO + AEO Learn more	N/A

Content Structure

Semantic HTML structure GEO + AEO Learn more	Pass
Content visibility without JavaScriptLearn more	Pass
Alt text and accessibility labels GEO + AEO Learn more	Partial
Heading hierarchy quality GEO + AEO Learn more	Pass
Nosnippet directive detectionLearn more	Pass
Paragraph length distributionLearn more	Partial
Section length distributionLearn more	Pass
Dated statistics ratioLearn more	Partial
Comparison table presenceLearn more	N/A
Entity name consistencyLearn more	Pass
Multimedia coverage and alignmentLearn more	Partial

AI-Specific Protocols

AI manifests coverageLearn more	Fail
llms.txt file presence Experimental Learn more	Fail
UCP manifest availabilityLearn more	N/A

Content Quality

Content freshness GEO + AEO Learn more	Pass
Core Web Vitals (page experience)Learn more	Pass

AEO — Answer Engine Optimization

Parameters that influence how AI systems cite and surface your content in answers.

AI Integration

OpenAPI/API discoverability GEO + AEO Learn more	N/A
API schema quality for agent consumption GEO + AEO Learn more	N/A
Action-oriented API GEO + AEO Learn more	N/A
Agent onboarding documentation GEO + AEO Learn more	Fail
AI usage declaration GEO + AEO Learn more	Fail
Machine-readable capability metadata GEO + AEO Learn more	Fail
API auth transparency GEO + AEO Learn more	N/A
AI opt-out technical signals GEO + AEO Learn more	Pass

Content Authority & Quality

Semantic HTML structure GEO + AEO Learn more	Pass
Alt text and accessibility labels GEO + AEO Learn more	Partial
Content freshness GEO + AEO Learn more	Pass
Author authority signalsLearn more	Fail
Heading hierarchy quality GEO + AEO Learn more	Pass
Content depthLearn more	Pass
Citation and evidence densityLearn more	Pass

Answer Positioning

FAQ schema detection GEO + AEO Learn more	Fail
Answer-oriented content structureLearn more	Fail
Answer-first H2 complianceLearn more	Fail
Chunk extractability (self-contained H2 blocks)Learn more	Pass
TL;DR / Key Takeaways sectionLearn more	N/A
Answer block shapeLearn more	Partial

Scores higher than 67% of Finance sites

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