AI Visibility Scorecard
wizzardsoftware.com · Technology
Borderline visible. AI bots can crawl Text to Speech (TTS) for programmers and businesses, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 5 times
Claude · Meta AI · ShapBot
#872,984 of 2,704,641 in Technology for AI visibility
56
AI Naming Predictability
iRarely named · 56/100
Technology average 28
Top 11% of Technology
See what's behind this score →4
-
Network Authority
iNot connected yet
Technology average 0.0
0 relationships · Technology average 4
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
Text to Speech (TTS) for programmers and businesses describes itself simply: "Wizzard Software offers state of the art Speech Technologies, Usage licensing, and Support to enable Developers and Integrators to add voice output (TTS) to their Applications and Projects." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, Text to Speech (TTS) for programmers and businesses is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Text to Speech (TTS) for programmers and businesses
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/wizzardsoftware
Cite this score: Engagemii (2026). "AEO Score for Text to Speech (TTS) for programmers and businesses." Retrieved from https://engagemii.com/aeo/brands/wizzardsoftware
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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