AI Visibility Scorecard
LiveFix
livefix.ai · Technology
Borderline visible. AI bots can crawl LiveFix, 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 12 times
Claude · Apple Intelligence · Amazon Alexa · Meta AI
#1,299,541 of 2,705,506 in Technology for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
70
Muse Index Score
iAI agent readiness
Transactable · 70/100
12
AI Adoption
iBasic · 12/100
About LiveFix
from our crawl and measurement
LiveFix describes itself simply: "LLM self-correction and evaluation platform. Runtime AI output validation with automatic retry and correction. Build-time prompt testing with field-level analysis and Smart Eval Override." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (SoftwareApplication, Organization, FAQPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, LiveFix is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What is LiveFix?
LiveFix is an LLM reliability platform with two products: runtime self-correction that validates and fixes LLM outputs before they reach users, and a build-time eval engine that diagnoses why prompts fail and generates exact fixes.
How is LiveFix different from DeepEval, Promptfoo, and LangSmith?
DeepEval, Promptfoo, and LangSmith are evaluation tools that test prompts during development. LiveFix adds runtime self-correction — it automatically fixes LLM outputs in production before they reach end users. LiveFix also includes Smart Eval Override that detects when your expected test data is wrong.
How is LiveFix different from Guardrails AI?
Guardrails AI filters unsafe outputs and retries on failure. LiveFix corrects incorrect outputs during generation — not just unsafe ones. A response can pass every safety check and still be factually wrong. LiveFix catches those accuracy errors that safety-only tools miss.
What LLM providers does LiveFix support?
LiveFix is model-agnostic and works with OpenAI (GPT-4o, GPT-5, o3-mini), Anthropic Claude, Google Gemini, Azure OpenAI, and any LLM provider accessible via API.
Can LiveFix be used for healthcare AI?
Yes. LiveFix was built processing clinical documents through Athena Health EHR systems. It handles lab reports, pathology results, referrals, and prior authorizations with domain-specific validation rules for decimal precision, laterality, temporal context, and forbidden content.
Is this your brand?
The exact fixes for LiveFix
Which AI engines already crawl you
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/livefix-ai
Cite this score: Engagemii (2026). "AEO Score for LiveFix." Retrieved from https://engagemii.com/aeo/brands/livefix-ai
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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