Experimental AI workflow

AI Prompt Workbench

A cautious experimental hub for prompt cleanup, prompt templates, AI output cleanup, token estimates, conversation analysis, and model planning snapshots.

Inventory status: this hub is intentionally noindex, ad-free, and excluded from the sitemap while its legacy tools are consolidated into a stronger workflow.

Consolidated inventory

Legacy tools mapped into this hub

These URLs remain available for users who have bookmarks, but they stay noindex and ad-free until the hub is strong enough to replace the scattered pages.

Prompt Generator

Build optimized prompts for ChatGPT and Claude with style selectors.

hub-member

Prompt Templates

24 curated ChatGPT & Claude prompt templates. Copy and customize.

hub-member

Prompt Toolbox

Chain of Thought, Few-Shot, Role Prompting — advanced techniques.

hub-member

AI Output Cleaner

Clean messy AI text: strip markdown, fix quotes, normalize formatting.

hub-member

ChatGPT Analyzer

Upload conversations.json to see stats. Private and browser-based.

hub-member

AI Model Compare

Compare GPT-4, Claude, Gemini side by side — pricing and specs.

hub-member

Midjourney Helper

Build Midjourney prompts visually with style and lighting pickers.

hub-member

AI Token Calculator

Estimate token count and cost for GPT-4, Claude, and more.

hub-member

Quality gate

What must happen before promotion

  • Avoid generic prompt-template inventory and stale model claims.
  • Clearly mark pricing/model data as planning snapshots when used.
  • Do not collect uploaded conversations or generated text server-side.
  • Stay noindex until the hub has durable, original workflow value.

Governance rules

How this protects site quality

  • Only promoted focused core tools are indexable tool pages; new candidates move into sitemap only after a manual quality gate.
  • Hub pages are noindex, ad-free, and excluded from sitemap until they replace multiple legacy pages with a real workflow.
  • Labs is noindex and reserved for experimental or broad utilities that should not dilute the core directory.
  • Legacy one-off pages stay noindex, ad-free, and out of public navigation unless they are promoted through the quality gate.
  • No page can move into sitemap without examples, edge-case notes, privacy guidance, accessible controls, and a related concept guide.

Future path

Should remain noindex until it proves a durable workflow that is not just template aggregation.

View Labs governance