AI Visibility Scorecard
LLM API Pricing Comparison 2026 — GPT
llmabacus.com · Technology
Borderline visible. AI bots can crawl LLM API Pricing Comparison 2026 — GPT, 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 1 times
Claude
#1,351,760 of 2,707,328 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.7/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
4
AI Adoption
iBasic · 4/100
About LLM API Pricing Comparison 2026 — GPT
from our crawl and measurement
LLM API Pricing Comparison 2026 GPT describes itself simply: "Compare API prices of leading large language models in one table: GPT-5.5, Claude Opus, Gemini, DeepSeek V4, Kimi K2.6, Qwen, Doubao, MiniMax, Spark and more." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (Organization, WebSite, ItemList), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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 4.7/10, LLM API Pricing Comparison 2026 — GPT is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How to pick the most cost-effective LLM?
Input vs output pricing.Almost every provider charges separately for input tokens (your prompt) and output tokens (the generation), and output is typically 4–10× more expensive. So “short prompt, long answer” tasks (writing, code generation) are dominated by output price, while “long prompt, short answer” tasks (summarization, classification) are dominated by input price.Use prompt caching.
Is this your brand?
The exact fixes for LLM API Pricing Comparison 2026 — GPT
Which AI engines already crawl you
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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/llmabacus
Cite this score: Engagemii (2026). "AEO Score for LLM API Pricing Comparison 2026 — GPT." Retrieved from https://engagemii.com/aeo/brands/llmabacus
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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