LastGood vs SKI
Side-by-side comparison of features, pros & cons, pricing, and community votes (2026).
🏆 SKI leads with 639 upvotes
Telemetry tells you what. LastGood tells you why.
LastGood is an innovative SaaS tool designed for DevOps, SREs, and engineering teams aiming to streamline incident response during critical system outages. Unlike traditional log hunting during Sev-1 incidents, LastGood leverages telemetry data to automatically correlate alert spikes with upstream changes such as Git commits, feature flag toggles, and Kubernetes deployments. This rapid correlation allows teams to identify root causes within seconds and receive actionable rollback commands, significantly reducing downtime and manual troubleshooting efforts. Its ability to quickly pinpoint the exact change responsible for an incident makes it a powerful addition to modern observability stacks. The platform's emphasis on 'why' over 'what' empowers teams to understand the underlying cause of issues, leading to faster resolutions and more reliable systems. Its user-friendly interface and automated insights make it suitable for organizations seeking to improve incident response efficiency and reduce mean time to recovery (MTTR).
Pros
- Automates root cause analysis by correlating telemetry with upstream changes
- Speeds up incident resolution with recommended rollback commands in seconds
- Reduces manual log hunting and troubleshooting efforts
- Integrates with existing DevOps and observability workflows
- Focuses on explaining 'why' an incident occurred, not just 'what'
Cons
- Limited information available on pricing and deployment options
- New tool with no user reviews or case studies yet
- Could require integration effort with existing monitoring systems
Best for
- • Reducing mean time to recovery (MTTR) during Sev-1 incidents
- • Root cause analysis for Kubernetes deployment failures
- • Correlating feature flag changes with system anomalies
- • Accelerating troubleshooting for infrastructure outages
Pricing: Likely operates on a SaaS subscription model, possibly with tiered pricing based on usage or features. Specific pricing details are not publicly available, but it may offer a free trial or limited free tier for initial evaluation.
Free voice coding for Claude Code, Codex and more
SKI is an innovative voice coding tool designed for developers and professionals who want to boost their productivity through natural language interaction. Unlike traditional dictation software, SKI offers a conversational experience where the AI responds out loud, functioning like a real teammate. This allows users to build code at the speed of their thoughts, whether they’re working solo or collaborating in meetings. Its ambient design sits unobtrusively on the desktop, accessible with a simple keystroke, making it easy to activate and use on both Mac and Windows systems. By integrating with AI models like Claude Code and Codex, SKI transforms voice commands into executable code seamlessly, offering a fresh approach to coding and command execution that minimizes interruptions and maximizes flow. It's particularly suited for developers, technical writers, and teams seeking an innovative way to streamline their coding and communication processes.
Pros
- Voice interaction that provides real-time spoken responses, enhancing conversational coding
- Easy to activate and use with a simple key press, sitting unobtrusively on the desktop
- Supports multiple AI models like Claude Code and Codex for versatile coding assistance
- Free to use, making it accessible for individuals and small teams
- Cross-platform compatibility with Mac and Windows
Cons
- Still relatively new, so integration and stability might vary
- Limited advanced customization options or enterprise features at this stage
- Dependent on local machine performance for optimal operation
Best for
- • Real-time voice coding during solo development sessions
- • Building code live during meetings or presentations
- • Assisting with brainstorming or debugging through spoken commands
- • Creating quick prototypes or scripts without switching context
Pricing: Likely offers a free, open access model given its emphasis on being free and desktop-based, with potential plans for premium features or enterprise solutions in the future.