Hidden Text & Prompt Injection Detector

Scan files and text for hidden prompts before they reach your AI tools.

Detect invisible text, suspicious instructions, metadata-based risks, and unsafe embedded content in one place. Sanitize PDFs before summarizing, drafting, searching, or passing them into an AI workflow.

Hidden prompt detector
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This PDF has instructions an AI tool will read and follow, but you won’t see them on the page.

These lines are invisible when you read the PDF, but an AI tool will read and follow them.

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This report covers the text we could read from the PDF. It isn’t a 100% guarantee the file has no other hidden prompts.

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No hidden prompts found

This report covers the text we could read from the PDF. It isn’t a 100% guarantee the file has no other hidden prompts.

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Writing the essay next?

Humanio turns your AI-assisted draft into natural, human-sounding writing.

  • Detect hidden prompts and invisible text
  • Sanitize PDF files before AI processing
  • Reduce prompt injection risk in uploaded documents

What Is a Prompt Injection Detector?

A prompt injection detector helps you find instructions inside text or files that are meant to manipulate an AI system. Those instructions are not always obvious. They can appear as hidden text, invisible Unicode characters, metadata, comments, embedded content, or prompt-like commands buried inside a document.

Instead of assuming every upload is safe, you check the content first, flag suspicious elements, and clean the file before it reaches your model.

Why Hidden Prompt Detection Matters

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AI systems often process more than what a person sees on the screen. A file can look harmless while still containing instructions that try to override user intent, leak information, or push the model toward unrelated actions.

That risk shows up in places like:

  • pasted text
  • PDFs
  • hidden or invisible text
  • comments and tracked changes
  • custom XML and metadata
  • encoded or obfuscated instructions

If your workflow involves uploads, external documents, or copied content, prompt injection protection should happen before the AI reads the input.

Detect Hidden Text and Suspicious Instructions

Some prompt injection attempts are direct and easy to spot. Others are designed to stay out of sight while still being readable by AI systems.

A strong detector should help you identify:

  • invisible or low-visibility text
  • zero-width and non-printing characters
  • white-on-white or hidden formatting
  • suspicious instruction phrases
  • encoded payloads
  • prompt-like commands inside metadata
  • hidden comments, XML, or embedded content

This gives you a clear way to review risky input before it becomes part of your AI workflow.

Sanitize PDFs Before AI Processing

PDFs can contain more than visible page content. They may also carry metadata, comments, hidden layers, embedded files, attachments, scripts, and other elements that should not pass into an AI system unchecked.

With PDF sanitization, you can:

  1. scan uploaded PDFs for hidden risks

  2. detect suspicious content before ingestion

  3. remove unsafe or unnecessary embedded elements

  4. export a cleaner version for safer AI use

This is especially useful when documents come from external sources or move through shared workflows.

How It Works

01

Upload text or a PDF.

02

Scan for hidden prompts, invisible text, metadata risks, and suspicious instructions.

03

Review flagged findings with clear explanations.

04

Sanitize the content and export a cleaner version for safer AI use.

Core Protection Features

Hidden Prompt Detection

Find instructions that are visible to AI systems but easy for people to miss.

Invisible Text Scanning

Catch zero-width characters, hidden formatting, and obfuscated text patterns.

PDF Sanitization

Remove embedded risk from PDFs before they enter an AI pipeline.

Prompt Injection Defense

Reduce the chance that external content can manipulate model behavior or leak data.

What You Get

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A safer way to review text before AI ingestion

Cleaner PDFs for summaries, drafting, and search

Better visibility into hidden instructions and risky formatting

More control over what your AI system is actually reading

A repeatable workflow for scanning and sanitizing uploaded content

Who This Is For

Students

Check essays, study materials, pasted research, and uploaded files for hidden instructions before using AI tools for summaries, drafting, or revision.

AI Product Teams

Protect assistants, agents, and document-ingestion workflows from unsafe file input.

Security and Compliance Teams

Review uploaded content before it reaches internal AI tools.

Operations Teams

Standardize a repeatable scan-and-sanitize workflow for everyday document handling.

Anyone Using AI With File Uploads

Add a safety layer before PDFs are summarized, searched, or processed.

Why This Matters for AI Safety

Prompt injection is not only a chatbot problem. It can arrive through external documents, copied text, and uploaded files that appear trustworthy at first glance.

When hidden instructions are allowed to pass directly into an AI workflow, the model may:

  • follow unrelated commands
  • expose information that was not requested
  • shift away from the user’s real goal
  • process hidden content as if it were valid instructions

That is why detection and sanitization need to happen before AI processing, not after.

FAQ

How can I detect hidden or invisible text?
Yes. A strong detector can scan for invisible characters, hidden formatting, embedded instructions, and other content that may not appear in normal viewing.
Why sanitize a PDF before using AI?
Because a PDF can contain metadata, comments, hidden layers, attachments, scripts, and other embedded elements that an AI workflow may read even when a person does not notice them.
Is hidden prompt removal the same as prompt injection detection?
Not exactly. Detection identifies suspicious content. Sanitization is the cleanup step that removes or reduces the risk before the file is used.
Who needs this kind of tool?
Anyone using AI with external content can benefit, including students, product teams, security teams, operations teams, and organizations processing uploaded files.
What kinds of files should be checked?
At minimum, pasted text and PDFs should be reviewed if they are going into an AI system that summarizes, analyzes, rewrites, or retrieves information from them.
Scan for hidden prompts before your AI reads them.
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