Adversa AI vs Prompt Studio
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. Adversa AI starts at See pricing page and Prompt Studio starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Coding agent monitoring
- AI detection and response
- LLM and agent red teaming
- MCP security testing
- EU AI Act assessments
- Workbench for agent-built tools
- Shared search and notifications
- Shared themes
- Works with Claude Code, Codex and OpenCode
- Custom icon sets
| Feature | Adversa AI | Prompt Studio |
|---|---|---|
| Best for | Security monitoring and red teaming for AI coding agents and LLMs | Desktop workbench for tools built by coding agents |
| Category | Coding | Coding |
| Pricing model | Paid | Freemium |
| Starting price | See pricing page | See pricing page |
| Free plan | No | Yes |
| Made by | Adversa AI | Pufflig AB |
| Based in | – | Sweden |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
Adversa AI starts at See pricing page and Prompt Studio starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
Prices in USD, checked Oct 29, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
Adversa AI
- Focused on AI-specific attack surfaces
- Covers coding agents and MCP
- Publishes open rating methodology
- No public pricing
- Demo required to start
- Aimed at enterprise security teams
Prompt Studio
- Works with several coding agents
- Tools share search, themes and notifications
- Docs and community channels are available
- Still an alpha release
- Pricing is not stated on the site
- Desktop only
Which one should you choose?
Choose Adversa AI if you want:
- Focused on AI-specific attack surfaces
- Covers coding agents and MCP
- Publishes open rating methodology
Watch out: no public pricing.
Choose Prompt Studio if you want:
- Works with several coding agents
- Tools share search, themes and notifications
- Docs and community channels are available
Watch out: still an alpha release.
Adversa AI vs Prompt Studio FAQ
What is the difference between Adversa AI and Prompt Studio?
Adversa AI: Security monitoring and red teaming for AI coding agents and LLMs. Prompt Studio: Desktop workbench for tools built by coding agents. Both are coding tools.
Is Adversa AI or Prompt Studio cheaper?
Adversa AI starts at See pricing page and Prompt Studio starts at See pricing page. Check both pricing pages for current plans.
Do Adversa AI and Prompt Studio have free plans?
Adversa AI: No. Prompt Studio: Yes.
Who makes Adversa AI?
Adversa AI is made by Adversa AI.
Who makes Prompt Studio?
Prompt Studio is made by Pufflig AB, based in Sweden.
Which should I choose, Adversa AI or Prompt Studio?
Choose Adversa AI if you value focused on ai-specific attack surfaces and covers coding agents and mcp. Choose Prompt Studio if you value works with several coding agents and tools share search, themes and notifications.