import openai openai.api_key = "your-key"

def ai_answer(question_text): prompt = f"You are filling a survey. Answer this question briefly: question_text" response = openai.ChatCompletion.create( model="gpt-3.5-turbo", messages=["role": "user", "content": prompt], max_tokens=50 ) return response.choices[0].message.content.strip() | Tactic | Implementation | |--------|----------------| | Random delays | time.sleep(random.uniform(1, 3)) between actions | | Mouse movements | Use page.mouse.move(x, y) before clicks | | Browser fingerprinting | Use stealth.min.js with Playwright | | Proxy rotation | Pass proxy per browser context | | Headless detection | Use headless=False or patched Chromium | 7. Common Survey Platforms & Challenges | Platform | Difficulty | Notes | |----------|------------|-------| | Google Forms | Easy | No CSRF, simple HTML | | Typeform | Medium | React-based, dynamic IDs | | SurveyMonkey | Medium | Requires handling iframes | | Qualtrics | Hard | Heavy JS, anti-bot | | JotForm | Medium | CAPTCHA often present | 8. Complete Minimal Working Example from playwright.sync_api import sync_playwright import random, time def auto_survey(url): with sync_playwright() as p: browser = p.chromium.launch(headless=False) page = browser.new_page() page.goto(url)

page.click("button[type='submit']") while page.locator(".error-message").count() > 0: # fix errors (e.g., missed required fields) fill_missing_fields(page) page.click("button[type='submit']") 5. Advanced: AI-Powered Natural Answers Instead of random choices, use GPT to generate context-aware answers:

def generate_answer(question_type, question_text=""): if question_type == "radio": return random.choice(["Option A", "Option B", "Option C"]) elif question_type == "checkbox": return random.sample(["Opt1", "Opt2", "Opt3"], k=random.randint(1,2)) elif question_type == "text_field": if "email" in question_text.lower(): return fake.email() elif "name" in question_text.lower(): return fake.name() else: return fake.word() elif question_type == "text_area": return "This is an auto-generated response." elif question_type == "dropdown": return "Option 2" else: return None def fill_survey(page): questions = page.locator(".question-container").all() # adjust selector for q in questions: q_text = q.inner_text() q_type = detect_question_type(q) answer = generate_answer(q_type, q_text) if q_type == "radio": q.locator(f"input[value='answer']").click() elif q_type == "checkbox": for val in answer: q.locator(f"input[value='val']").click() elif q_type == "text_field": q.locator("input").fill(answer) elif q_type == "text_area": q.locator("textarea").fill(answer) elif q_type == "dropdown": q.locator("select").select_option(label=answer)

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