EdgeTokens
ChatGPT named you in 0 of 8 customer questions. llama.cpp came up 1 time.
Edge AI LLM leaderboard for single-board computers, checked against LocalScore, Jetson AI Lab, llama.cpp, Hugging Face Open LLM Leaderboard. Scanned Oct 19, 2026.
Real ChatGPT: OpenAI API with web search. May differ from the ChatGPT app.Each block is one question below. Lit blocks named you, with your rank in that answer.
Share your score
Post the card, or send the link to whoever runs your marketing.
What customers asked
Who gets named instead
Times each business was named
Sites the answers read
- awesomeagents.ai5
- sbc.compare5
- slmbench.com4
- pocketclaw.dev2
- llmboard.ai1
- yuvrajsingh.io1
- aismasher.com1
- chipradar.io1
Three fixes for this week
Show up where AI already reads about edge AI LLM leaderboard for single-board computers
You were named in 0 of 8 buyer questions. AI instead leaned on: awesomeagents.ai, sbc.compare, slmbench.com, pocketclaw.dev. Get a complete, accurate listing (name, address, photos, hours, website) on awesomeagents.ai and keep it updated.
Publish a clear EdgeTokens vs llama.cpp page
AI named llama.cpp more often than you (1 vs 0 answers). Write a short comparison page on your site covering price, what you're best for, and who should pick you over llama.cpp. Link it from your homepage. AI tools pull from comparison pages when people ask 'alternatives' or 'vs' questions.
Earn a mention on sbc.compare
AI repeatedly cited awesomeagents.ai, sbc.compare, slmbench.com. Pitch a local roundup, submit your business, or ask happy customers to leave a detailed review that names specific strengths (wifi, espresso, wait time, parking). Mentions on pages AI already trusts are the fastest path into AI answers.
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