In-Situ Prompt Engineering

The AeroPrompt Workflow

From rough, hasty thoughts into structured, high-signal prompts—directly inside ChatGPT, Claude, and Gemini without context switching.

Three-Step Execution

How it works under the hood

01 — TYPE NATURALLY

Write your rough thought

Type your prompt normally into the chat composer on chatgpt.com, claude.ai, or gemini.google.com. No complex prompt syntax, templates, or formatting gymnastics required.

Works in native composer inputs

02 — OPTIMIZE

Trigger optimization engine

Click the AeroPrompt button docked beside your composer. The in-situ engine decomposes intent, enriches context, establishes constraints, and formats clear response schemas.

Sub-second cloud reasoning

03 — SEND OR REVERT

Direct in-place replacement

The enhanced prompt replaces your draft directly inside the chatbox. Hit Enter to send, or press Ctrl + Z to restore your draft instantly.

Instant undo via Ctrl + Z

Full safety guarantee: Press Ctrl + Z anytime to restore your original raw draft.

Prompt Transformation

See the difference in output quality

Raw user drafts frequently suffer from underspecification and vague instructions. Here is how AeroPrompt structures them:

BEFORE: Raw User InputLow Signal

"Write python script for scraping pricing tables from an e-commerce page and save into csv"

✗ No rate limiting or user-agent specification

✗ Undefined error handling or anti-bot precautions

✗ Ambiguous output schema

AFTER: AeroPrompt OptimizationProduction Ready

Role: Senior Python Web Scraping Engineer Task: Create a robust e-commerce price extractor Stack: Python 3.11+, BeautifulSoup4, Requests, CSV Requirements: 1. Custom User-Agent rotation & exponential backoff retry 2. Defensive parsing: handle missing prices, currency symbols 3. Structured output: Clean CSV with columns [item, price, currency, timestamp] 4. Graceful exception logging (HTTP 429 / 403 handling)

✓ Strict constraints and persona framing included

✓ Error resilience and edge cases accounted for

✓ Produces copy-pasteable, production-ready code

Direct DOM Integration

Hooks natively into contenteditable nodes and textarea elements across ChatGPT, Claude, and Gemini without breaking framework state or undo stacks.

Zero Telemetry & Training

Your prompt drafts are processed ephemerally in volatile memory. No logging, no prompt storage, and 100% zero AI model training.

Keyboard-First Muscle Memory

Engineered for speed. Never leaves your typing flow. Press Enter to submit the optimized prompt or Ctrl + Z to restore your original draft instantly.

Ready to supercharge your prompts?

Install AeroPrompt for Chrome. Free tier includes 10 daily optimizations for non-logged-in users, plus 10 additional daily optimizations when logged in (20 daily total).

Add to Chrome — Free ⚡ Test 3D Engine Demo