AI, Prompts & NLP Suite
Prompt Optimizers, Token Counters, Cost Estimators, Schema Builders & System Prompts
AI Prompt Optimizer & LLM Token Cost Estimator
Refine raw prompts into structured few-shot templates and calculate exact token counts and API costs across top LLMs.
System Prompt Architect for Chatbots
Create structured persona, safety guardrails, and role prompts.
Few-Shot Example Prompt Generator
Build few-shot input/output demonstration pairs for AI models.
Regex to Plain Natural Language Explainer
Translate complex regex expressions into simple English explanations.
AI Hallucination & Consistency Validator
Check prompt instructions for logical contradictions and ambiguities.
Synthetic Data & Mock JSON Generator
Generate realistic synthetic datasets for AI testing and fine-tuning.
Vector Search Cosine Distance Calculator
Calculate cosine similarity and Euclidean distance between embeddings.
Embeddings Dimension & Cost Estimator
Estimate memory requirements and indexing costs for vector databases.
LLM Temperature & Top-P Behavior Simulator
Visualize how sampling parameters impact LLM response randomness.
AI Safety & Toxicity Guardrail Filter
Simulate safety policy checks against prompt injections and jailbreaks.
Chain-of-Thought (CoT) Prompt Builder
Format complex multi-step reasoning instructions for frontier models.
AI Content Paraphraser & Humanizer
Rewrite prompts to enhance clarity, flow, and human resonance.
JSON-LD Schema Builder for AI Search
Create structured knowledge graph schemas for Perplexity and ChatGPT.
Negative Prompt Generator for Image Models
Generate negative prompts for Stable Diffusion, Midjourney, and Flux.
Midjourney & DALL-E Prompt Enhancer
Add cinematic lighting, camera angles, and rendering keywords.
Function Calling JSON Schema Generator
Generate OpenAI and Anthropic compatible tool/function schemas.
AI Agent Memory & Context Window Estimator
Calculate token limits and memory utilization across agent loops.
Prompt Diff & Version Comparison
Track prompt iterations and benchmark token differences over time.
Multilingual Translation Prompt Formatter
Generate high-accuracy localization prompts with cultural context.
RAG Chunk Size & Overlap Calculator
Optimize document chunking parameters for retrieval augmented generation.
AI Sentiment & Emotion Tone Analyzer
Analyze the emotional tone and sentiment polarity of written text.
Perplexity & Search AI Snippet Previewer
Preview how your content appears when summarized by AI search engines.
Vector Embeddings Cosine Similarity & Distance Calculator
Compute Cosine Similarity, Dot Product, and Euclidean L2 distance between multi-dimensional vector embeddings.
Enterprise LLM System Prompt & Persona Architect
Compose structured, role-based system prompts with Chain-of-Thought directives, XML tags, guardrails, and JSON output constraints.
RAG Semantic Document Chunk Splitter & Token Estimator
Split long documents into semantic sliding-window overlapping chunks and calculate vector token counts and chunk statistics.