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Emergence GEO Public Audit Report

wolframalpha.com

Overall GEO Score
57/100

100-Point Audit Scorecard

Technical Accessibility
10/15 WARN
Structured Schema Quality
1/10 REQ
Content Extractability
9/15 WARN
Answer Density (BLUF)
7/10 PASSED
Citations & Empirical Data
6/15 WARN
Expertise & Attribution (EEAT)
8/10 PASSED
Off-Page Entity Footprint
12/15 PASSED
Machine-Readable Discovery
4/10 WARN

AI Search Prompt Fan-Out List

High-intent prompts likely to trigger search mentions across ChatGPT & Perplexity. Test directly or view live citation footprint:

Agentic Fix Suite
Codex / Claude Ready

Send Fix Prompt to your Coding Agent

Forward this standardized prompt to your AI coding agents (Claude 3.7, Codex, Cursor, OpenClaw) to automatically implement the required GEO fixes for wolframalpha.com.

You are an AI coding agent tasked with fixing GEO (Generative Engine Optimization) gaps on wolframalpha.com, a Next.js (App/Pages Router, styled-components) site. Implement these fixes and verify each: (1) Add a functional sitemap: create app/sitemap.ts or pages/sitemap.xml generating a valid XML sitemap at /sitemap.xml referencing core routes (/, /examples, /examples/math, /about, /pro) โ€” confirm with `curl -sL https://www.wolframalpha.com/sitemap.xml | head -c 100` returns `<?xml`. (2) Inject JSON-LD: add a Script type="application/ld+json" with an Organization schema (name: Wolfram|Alpha, url: https://www.wolframalpha.com, sameAs: [Wikipedia, Twitter]) and a WebSite schema with potentialAction SearchAction targeting the query URL pattern, on the homepage; add FAQPage schema to at least /examples/math. (3) Add rel=canonical to every page pointing to the www canonical URL. (4) Create llms.txt at the root describing the service, key query URL format (https://www.wolframalpha.com/input?i=<query>), API docs location, and examples index; create a short skill.md and agents.md. (5) Update robots.txt: keep training crawler blocks if desired but add explicit `User-agent: OAI-SearchBot / Allow: /` and `User-agent: PerplexityBot / Allow: /` groups so AI search engines can index. (6) Add an H1 and a 40-70 word BLUF paragraph directly under it on the homepage summarizing the value proposition with at least one verifiable statistic. Verify JSON-LD renders by fetching the page and grepping for application/ld+json, and confirm robots.txt/sitemap/llms.txt return non-HTML content types.
Turnkey Fix Package

GEO Turnkey Code Pack

Instantly download pre-generated /llms.txt, /SKILL.md, and JSON-LD schema headers for this domain.

  • Standard `/llms.txt` Spec
  • Machine-Readable `/SKILL.md`
  • JSON-LD Software Schema
Download Pack ($19)

Supports WeChat/Alipay, Stripe, or Solana USDT instant settlement