AI Transparency Statement

1. Why We Use AI

PassTheBot uses artificial intelligence (AI), specifically large language models (LLMs), to provide fast, scalable assistance on tasks that would otherwise be slower, more expensive, or less personalized:

• Resume Optimization: AI analyzes your resume and suggests improvements to match job descriptions
• ATS Analysis: AI helps identify keywords and formatting issues that ATS systems look for
• Gap Analysis: AI compares your resume to job requirements and identifies missing skills
• Content Generation: AI generates optimized resume bullet points and rewrites
• Job Matching: AI helps match you to relevant job listings
• Interview Prep: AI generates interview questions and suggested answers based on your background

Our goal is to use AI as a practical assistant, not as a substitute for your judgment or a guarantee of outcomes.

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2. AI Models We Use

PassTheBot uses multiple AI models with fallback layers to ensure service availability:

Why Multiple Models? We use multiple AI providers with automatic fallback to ensure that if one service is unavailable, your request is still processed using another model. This improves reliability.

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3. Features Powered by AI

Full AI-Generated Content (Requires Your Review):

• Resume rewrites and bullet point optimization
• Cover letter generation
• Interview question generation and answer suggestions
• Career advice and next-step recommendations

AI-Assisted Analysis (Algorithmic + AI):

• ATS scoring (combines deterministic parsing + AI analysis)
• Skills gap analysis (AI extracts skills, algorithms rank them)
• Resume formatting suggestions (deterministic rules + AI feedback)
• Job matching recommendations (algorithmic filters + AI ranking)

Fully Algorithmic (No AI):

• Resume parsing (extracting text from PDF/DOCX files)
• File format compatibility checks
• Keyword matching against job descriptions
• Formatting compliance checking

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4. AI Limitations & Risks

Important Reality: AI can be useful, but it is not perfectly reliable. These systems generate outputs from patterns in data, which means mistakes, omissions, and overconfident wording can still happen.

• Lack of Real-World Knowledge: AI models have a knowledge cutoff (trained on data up to April 2024). They don't know about new companies, recent events, or emerging technologies
• Context Misunderstanding: AI may misunderstand the context of your experience and generate misleading descriptions
• Inconsistency: AI may give different responses to the same input on different occasions
• Bias: AI models may reflect biases present in their training data
• Confidentiality Risk: We use third-party AI providers, including providers in the United States, to process some requests. Avoid including highly sensitive information such as government IDs, medical details, or secrets you do not want processed by those providers.
• Overconfidence: AI often presents false information with high confidence, making it hard to spot errors

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5. AI Hallucination Risk

What is AI Hallucination?

AI "hallucination" means generating false, fabricated, or inaccurate information presented as fact. This risk can be reduced, but not fully eliminated.

Examples of How AI Can Hallucinate in Resume Contexts:

• Invented Skills: AI reads "I worked on a mobile app" and generates "Experience with React Native, Swift, Kotlin, Dart, and cross-platform mobile development frameworks"
• Fabricated Metrics: AI generates "Increased sales by 300%" or "Reduced costs by $5M" without any basis in your resume
• Wrong Company Names: AI generates "Worked at Google" when you wrote "a tech startup"
• False Achievements: AI invents accomplishments you never had
• Wrong Dates: AI misreads dates and creates impossible timelines
• Made-Up Certifications: AI claims you have certifications you don't hold

Why This Matters: If you submit a resume containing AI-hallucinated content to an employer, you may be accused of lying on your job application. Many companies treat false resume information as grounds for immediate termination, even after you're hired.

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6. How We Use Your Data with AI

Your resume and job descriptions are sent to third-party AI providers. This is necessary to generate AI-powered features:

• AI Providers: Groq, OpenRouter (which routes to OpenAI, Anthropic, Meta, and other providers), Google Gemini
• Data Sent: Your parsed resume content and the job description you're analyzing
• Not Sent: Your raw PDF/DOCX files (we only send extracted text)
• Location: Most AI providers are in the United States
• Training: We do not use your content to train our own models. Third-party AI providers handle data under their own terms, controls, and product settings.
• Retention: Provider retention and logging practices vary by vendor, endpoint, plan, and account configuration.

Practical takeaway: Share only the information needed for the feature you want to use, and avoid confidential, proprietary, or highly sensitive personal information whenever possible.

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7. Your Responsibility: Verification

You are responsible for verifying AI-generated content before using it. We design the product to support review, but final verification still needs to come from you:

• Every sentence in your resume must be true. Check that every claim is accurate, dates are correct, and accomplishments are real
• Verify metrics and numbers. Don't accept AI-generated percentages, revenue figures, or statistics unless you know they're accurate
• Verify skill claims. If AI suggests a skill you don't actually have, delete it
• Verify company names and titles. Make sure AI didn't mix up companies or job titles
• Read everything aloud. Sometimes you'll catch errors when reading aloud that you miss when reading silently
• Ask yourself: "Would I say this?" If it doesn't sound like you or claims things you're not confident in, remove it

Best practice: Treat AI-generated resume content as a draft for review and refinement, not as a finished document ready to submit unchanged.

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8. Our Safeguards

PassTheBot implements safeguards to reduce AI risks and encourage responsible use:

• Clear Warnings: AI-assisted outputs are presented with review expectations
• Transparency: We disclose which features use AI and which don't
• Human-in-the-Loop: You always review and decide whether to use AI-generated content before submitting applications
• No Auto-Submit: PassTheBot never automatically submits your resume to employers
• Version History: You can view all previous versions of your resume and revert to earlier versions
• Fallback Models: If one AI provider fails, we automatically switch to another to maintain service quality
• Rate Limiting: We limit AI requests per user to prevent abuse and excessive costs
• Privacy Controls: where available, you can choose lower-AI or non-AI paths for parts of the product

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9. What PassTheBot Cannot Do

• PassTheBot cannot guarantee that AI-generated content is accurate or truthful
• PassTheBot cannot verify that suggested skills, achievements, or metrics are accurate
• PassTheBot cannot predict how employers will react to your resume, AI-generated or not
• PassTheBot cannot guarantee job interviews or employment outcomes
• PassTheBot is not liable for consequences if you submit unreviewed or false resume content

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10. Questions or Concerns

If you have questions about how PassTheBot uses AI, or concerns about AI-generated content, please contact us:

sj@passthebot.dev
PassTheBot
Pune, Maharashtra, India

We are committed to honest AI disclosure and to using automation in a way that remains useful, reviewable, and respectful of user trust.