SadServers For Businesses

Evaluate Engineers with Real-World Linux & DevOps Scenarios

Stop relying on whiteboard coding and theoretical questions. Assess technical skills with hands-on troubleshooting challenges that reveal how candidates and team members actually work under pressure.

The Assessment Platform Built for Technical Teams

Ready-to-use Linux and DevOps scenarios that give you immediate insight into real technical capabilities. No setup, no infrastructure headachesβ€”just instant, practical assessment of the skills that matter.

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Real-World Scenarios

Production-grade troubleshooting challenges across Linux, Docker, Kubernetes, databases, and more. Each scenario mirrors actual incidents your team will face in the field.

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Results Dashboard

Track performance across your entire organization. See completion rates, time-to-solve and number of clues used. Make data-driven hiring and training decisions.

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Instant Assessment

No waiting for environment setup. Send candidates or team members a link and get results within minutes. Automated validation means no manual grading required for filter interviews.

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Business-Exclusive Content

Access scenarios available only to business subscribers. Get unpublished challenges that test expertise in production environments.

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Custom Private Scenarios

Need to test skills specific to your stack? We'll create custom scenarios tailored to your exact infrastructure, tools, and challenges. Completely private to your organization.

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Flexible Pricing

Choose what works for you: monthly subscriptions for consistent use, annual plans for cost savings, or pay-per-use for seasonal hiring or training needs.

How It Works

  • Create interviews for candidates or team members with specific scenarios and difficulty levels
  • Users receive instant access to live Linux servers
  • They troubleshoot and solve real production issues
  • Optionally, you can join the candidate's session to help them or review their work
  • The candidate's command log history is saved so the candidate's performance can be reviewed
  • Automated validation checks their solutions
  • Results appear in your dashboard immediately
  • Review performance and completion details
  • Make informed decisions based on actual capability

Three Ways Organizations Use SadServers

From technical interviews to internal training to AI agent development, discover how teams across industries use practical assessment to build stronger technical capabilities.

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Technical Interview Assessment

Evaluate Linux SysAdmin, DevOps, and SRE candidates with scenarios that reveal real problem-solving ability, not memorized answers.

Why It Works Better Than Traditional Interviews:
  • Objective evaluation: No bias, no ambiguity. Scenarios have a clear pass/fail criteria. The clues are the same for all candidates. Of course a candidate can be assessed based on other criteria besides finding the solution. Command log history from the scenario session is saved so the candidate's performance can be reviewed.
  • Real-world relevance: See how candidates actually troubleshoot under time pressure, not how they perform on whiteboards.
  • Time efficient: 30 minutes of hands-on work tells you more than hours of theoretical questioning.
  • Stress-test skills: Identify candidates who can think systematically when facing unfamiliar problems.
  • Level calibration: Use Easy, Medium, and Hard scenarios to accurately gauge experience level.
  • Fairness: Save time by avoiding candidates trying to use covert AI helpers to pass job interviews.
Typical Interview Flow:
1. Screen resume
2. Send scenario link
3. Candidate solves (30min)
4. Review dashboard results
5. Technical deep-dive
6. Hire with confidence
02

Internal Training & Team Evaluation

Upskill your engineering team, identify knowledge gaps, and run engaging technical workshops or competitions.

Training & Development Use Cases:
  • Onboarding: Bring new hires up to speed on your infrastructure patterns with custom scenarios.
  • Skill assessment: Identify which team members need additional training in specific technologies.
  • Learning events: Host internal hackathons, lunch-and-learns, or friendly competitions.
  • Knowledge retention: Regular practice keeps skills sharp between incidents.
  • Team building: Collaborative solving sessions strengthen team dynamics.
  • Team certifications: Help teams get professional certifications by doing practical exercises.
Event Ideas:
πŸ† Competitions
Fastest solve wins prizes
πŸ“š Workshops
Group learning sessions
🎯 Challenges
Weekly skill-building
πŸ“Š Assessments
Quarterly skill reviews
03

AI Agent Evaluation & Training

Test and train AI agents on real Linux and DevOps tasks. Benchmark autonomous systems against production-grade challenges.

Why Organizations Use SadServers for AI:
  • Agent benchmarking: Measure your AI's ability to solve real sysadmin tasks, not toy problems.
  • Training data: Use scenarios as structured environments for reinforcement learning.
  • Capability testing: Systematically evaluate what your agents can and cannot handle.
  • Regression testing: Ensure new versions maintain or improve troubleshooting performance.
  • Competitive analysis: Compare your agent's performance against industry benchmarks.
  • Research platform: Controlled environment for studying AI behavior in systems administration.
AI Integration:
βœ“ API access available
βœ“ Automated evaluation
βœ“ SSH access for agents
βœ“ Custom scenarios
βœ“ Performance metrics
βœ“ Batch testing

Flexible Pricing for Every Organization

Whether you're hiring once a quarter or training teams year-round, we have a pricing model that works for you.

Monthly Subscription

Best for consistent hiring needs or ongoing team training. Cancel anytime.

Annual Plan

Committed to long-term team development? Save big with annual billing.

Pay-Per-Use

Seasonal hiring? Short-term training needs? Only pay for what you use, when you use it.

Ready to Assess Real Technical Skills?

Stop guessing about technical competence. Start measuring it with scenarios that mirror the work your team actually does.

Whether you're hiring your next SRE, training your DevOps team, or building autonomous agents, SadServers gives you the practical assessment platform you need.

Questions? Email us at info@sadservers.com

Frequently Asked Questions

With a Pro+ account you can try the Business plan for 7 days at no extra cost. If you decide to continue using the Business plan after the trial, you can upgrade your account to a Business subscription and the data from the trial will be kept.
Business accounts include access to an internal dashboard where you can view all user activity, scenario completions, time-to-solve and clues used. Results appear as users complete scenarios.
Business-exclusive scenarios are good for interviewing and only available to paid business subscribers. They're designed to test senior-level expertise and aren't publicly accessible, ensuring candidates can't practice them beforehand.
Yes! We offer custom private scenario creation for business clients. These scenarios are built specifically for your infrastructure, tools, and challenges, and remain completely private to your organization. Contact us to discuss your requirements.
Pay-per-use is a pay-as-you-go option; you pay once for a number of scenario sessions (runs done by internal or external users) and you can use them as you need. This is ideal for organizations with occasional hiring or training needs. No monthly minimums, no unused credits. You can top up your account at any time.
Yes, business accounts can access our API for programmatic scenario assignment, result retrieval, and integration with your existing HR or training systems. This is particularly useful for AI agent testing and automated evaluation workflows. See our API documentation for details.
Yes, users can try the scenarios on their own time (they can be "sync" or "async" with the interviewer). This is a good option for automating initial screening interviews.

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Updated: 2026-02-18 21:24 UTC – 4f5423f
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