AI costs and performance are driven by tokens and embeddings.
Orbit2x provides tools to optimize AI workflows:
https://orbit2x.com/token-counter
https://orbit2x.com/embedding-similarity
https://orbit2x.com/ai-text-cleaner
Token efficiency reduces LLM costs. Embedding similarity improves semantic search and retrieval accuracy. Clean text improves AI understanding.
These tools are useful for prompt engineering, AI SEO, chatbot tuning, and content pipelines.
AI systems reward clarity and structure — messy input leads to poor output.
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