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Jobs To Be Done

What Do You Need
Caro To Do?

Caro isn't a general AI assistantβ€”it's a specialized tool for people who run commands in production, work in restricted environments, or just want commands that actually work.

Find your role below, or explore the specific jobs Caro excels at.

Find Your Role

Caro is designed for specific people with specific problems

Jobs Caro Does Best

Ranked by pain severity and frequency

πŸ›‘οΈ
Pain: 5/5 Daily

Safe Production Execution

Validate commands against 52+ dangerous patterns before they touch production.

✈️
Pain: 5/5 Daily

Offline AI Assistance

Work in air-gapped environments with bundled model. Zero network calls.

🎯
Pain: 5/5 Daily

AI Hallucination Defense

Pattern-based validation catches what AI gets wrong. Deterministic, not probabilistic.

🌐
Pain: 4/5 Weekly

Cross-Platform Commands

BSD vs GNU awareness. Commands work on Mac, Linux, and in CIβ€”first time.

⚑
Pain: 5/5 Weekly

Incident Response

Sub-2s inference when seconds matter. Works offline when the network is the problem.

πŸ‘₯
Pain: 4/5 Monthly

Team Safety Standards

Deploy custom safety patterns org-wide. No micromanagement required.

Why Caro For These Jobs?

πŸ”’ Independent Safety Layer

Unlike permission flags or AI-based safety, Caro uses deterministic pattern matching that can't hallucinate. When AI marks rm -rf / as "safe," Caro catches it.

✈️ True Offline Operation

Bundled model. Zero network calls after install. Works in air-gapped environments where nothing else can. Designed for security audit from day one.

🌐 Platform Intelligence

Detects your OS, shell, and available commands. Generates POSIX-compliant commands with BSD vs GNU awareness. Commands work everywhere, first time.

⚑ Fast When It Matters

<100ms startup, <2s inference on Apple Silicon. No waiting for cloud APIs during incidents. No wondering if the server is down.

How Caro Compares

Purpose-built for these specific jobs

Capability Caro GitHub Copilot CLI Warp AI Generic LLM
Works Offline βœ“ Full βœ— βœ— βœ—
Independent Safety Layer βœ“ Pattern-based βœ— βœ— βœ—
Air-Gap Compatible βœ“ βœ— βœ— βœ—
BSD/GNU Awareness βœ“ Partial βœ— Limited
Platform Detection βœ“ Partial βœ— βœ—
Single Binary Install βœ“ βœ— βœ— βœ—
Zero Telemetry βœ“ βœ— βœ— βœ—
Open Source βœ“ AGPL-3.0 βœ— βœ— Varies

See detailed comparisons β†’

Try Caro in 30 Seconds

No account. No API key. No data collection. Just safer shell commands.

bash <(curl --proto '=https' --tlsv1.2 -sSfL https://setup.caro.sh)

Then run:

caro "find files modified in the last 7 days"
βœ“ Installs to ~/.cargo/bin
βœ“ Single binary, no dependencies
βœ“ Uninstall anytime: cargo uninstall caro

Prefer to build from source? See all installation options β†’