Feature Comparison

Natively is an open-source, Rust-based interview assistant that gained traction in developer communities. PrepPilot shares the Rust DNA but adds Deepgram transcription, 6 AI models, and a full career toolkit.

FeaturePrepPilotNatively
Language / frameworkRust + Tauri + SvelteKitRust (custom)
Open source✓ Partial (GitHub)✓ Fully open source
Undetectable overlay✓ OS-level✓ OS-level
TranscriptionDeepgram Nova-2 (<300ms)Whisper-based (~1s)
AI models6 (Claude, GPT-5.3, Gemini)OpenAI only (1-2 models)
Model switching✓ Mid-interview✗ Config only
Languages30+English + limited
Windows✓ Yes✓ Yes
macOS✓ Intel + ARM✓ Yes
Linux✓ Yes✓ Yes
Chrome extension✓ Yes✗ No
CV optimizer✓ Yes✗ No
Cover letter generator✓ Yes✗ No
Mock interviews✓ AI-powered✗ No
Free tier✓ 50 credits✓ Free (bring your API key)
Setup complexityDownload and runBuild from source / configure API keys

Key Differences

Ease of Use vs Configurability

Natively appeals to developers who want full control. You build from source, configure your own API keys, and customize behavior. PrepPilot is designed for immediate use: download the installer, create an account, and start using Stealth Mode within two minutes. No build step, no API key management.

Transcription Quality

PrepPilot uses Deepgram Nova-2 with streaming WebSocket for sub-300ms latency. Natively typically uses Whisper-based transcription running locally or via API, which introduces 1+ second latency. For fast-paced interviews, this difference is significant.

AI Model Ecosystem

PrepPilot offers 6 AI models with seamless mid-interview switching through a managed service. Natively requires you to bring your own OpenAI API key and is typically limited to GPT models. If you want Anthropic Claude or Google Gemini, PrepPilot supports them out of the box.

Pros and Cons

PrepPilot

Pros

  • Ready to use immediately (no build/config)
  • 6 AI models with managed API access
  • Deepgram sub-300ms transcription
  • 30+ languages
  • Complete career toolkit
  • Chrome extension for job search
  • 50 free credits included

Cons

  • Not fully open source (partial)
  • Requires account creation
  • Cloud-dependent for AI models

Natively

Pros

  • Fully open source (audit the code)
  • No account required
  • Use your own API keys (full control)
  • Customizable for developers
  • Rust performance on all platforms

Cons

  • Requires technical setup (build from source)
  • Bring your own API keys
  • Limited to OpenAI models typically
  • Slower transcription (Whisper-based)
  • No Chrome extension
  • No career toolkit features
  • Smaller community and documentation

Our Verdict

If you are a developer who wants to self-host and have full control over your interview tool, Natively is a solid open-source option. For everyone else, PrepPilot provides a dramatically better experience: faster transcription, more AI models, a complete career toolkit, and zero setup friction. Both are built with Rust and both provide reliable stealth, but PrepPilot delivers more value for the majority of users.

Frequently Asked Questions

Is Natively really free?
Natively is free to use but you need to provide your own OpenAI API key, which means you pay for API usage directly. PrepPilot includes 50 free credits with managed API access so you do not need to set up any API keys.
Can I use Claude models with Natively?
Natively is typically configured for OpenAI models. Adding Claude or Gemini requires custom configuration. PrepPilot supports 6 AI models including Claude Sonnet 4.6, Claude Opus 4.6, and Claude Haiku 4.5 out of the box.
Which is better for non-technical users?
PrepPilot is significantly easier for non-technical users. Download the installer, create an account, and start using Stealth Mode in under two minutes. Natively requires building from source and managing API keys.
Do both tools use the same stealth technology?
Both use Rust-based desktop overlays with OS-level window capture exclusion. The stealth technology is comparable between the two tools. The main differences are in transcription speed, AI models, and additional features.

Get Started in 2 Minutes

No build steps, no API keys, no configuration. Download PrepPilot and get 50 free credits instantly.

Download PrepPilot Free
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