Deployment troubleshooting
Explain deployment errors, identify missing context and suggest checks. Proposed recommendations will distinguish evidence from assumptions.
Developer tools · Lucknow, India
Less guesswork.
Clearer cloud operations.
We are developing a cloud operations assistant to help developers understand deployment errors, troubleshoot Kubernetes workloads, and turn logs and documentation into actionable recommendations.
Vectis Cloud XIncorporated June 2025Not yet raised outside funding
The problem
From scattered signals to a useful next step.
An unsuccessful deployment can leave developers switching between logs, configuration files and unfamiliar documentation. Our product direction is to bring the relevant evidence into one troubleshooting workflow—not replace engineers or promise error-free automation.
Initial focus
Three workflows. One reviewable assistant.
Kubernetes configuration review
Help developers investigate workload configuration and operational problems. Initial workflows are intended to prioritise read-only access.
Logs + documentation
Combine selected logs with relevant documentation to produce an explanation and practical next steps. Developers will choose the context they share.
Planned Claude integration
Reasoning with context. Actions with boundaries.
01ContextSelected logs & configuration
02ReasoningPlanned Claude API integration
03ReviewEvidence-linked recommendations
04ApprovalHuman-controlled changes
We plan to use Claude through the Anthropic API for reasoning and tool use. Authorised connectors would retrieve relevant infrastructure context. Recommendations would be reviewed by the user; infrastructure changes will require explicit user approval.
An illustrative example
A deployment fails. What should happen next?
Illustrative scenario — not a live product result
A Kubernetes workload cannot start.
- The developer selects the relevant workload events and redacted configuration.
- The planned assistant checks the evidence and asks for missing information.
- It proposes diagnostic steps and explains uncertainty.
- The developer reviews the recommendations. No infrastructure change happens without user approval.
Current scope
A clear boundary between today and the roadmap.
Available today
Product information and direct email contact for discussing developer workflows. No self-service deployment or live Claude assistant is offered on this website.
Planned next
Claude API integration, scoped infrastructure connectors, evidence-linked troubleshooting and an evaluation process.
Not offered
GPU hosting, managed datacenters, production uptime guarantees, audited security certifications or autonomous production changes.
Validation before expansion
Accuracy, secure access and cost per workflow.
We intend to evaluate troubleshooting quality, unsupported recommendations, access boundaries and inference cost using controlled test cases before expanding to more complex automation. We do not publish production benchmarks or customer outcomes at this stage.
Read the evaluation plan →Start a conversation
Tell us where cloud troubleshooting slows you down.
We welcome developer feedback on deployment errors, Kubernetes operations and documentation workflows. Contact opens your own email application; it is not product registration.
Discuss your workflow