Tools alert.Sofia operates.
Sofia is the AI operations layer for critical infrastructure. It correlates signals across the systems you already use, explains probable causes, and prepares the next action — 24/7, starting read-only.
30–60 day assessment. Least-privilege, read-only access. No write path to production.
Built by operators. Connected across the stack.
Sofia was developed from real infrastructure operations, operational playbooks and the systems Avant AI's team manages. It is designed to create context across the stack, not simply generate generic answers.
Operating 24/7 today
Sofia runs continuously in Avant AI's own operating environment, outside business hours and without a shift rota.
40 CLI tools for infrastructure work
Built for infrastructure operations in the environment Avant AI runs — not a general assistant given shell access.
Correlation across the whole stack
Monitoring, virtualization, storage, backup, cloud, identity and network, read together — so a signal is judged in context, not alone.
Detect and report by default
Autonomy applies only to specific actions you have explicitly authorised. Nothing else is executed, at any stage.
Sofia runs within Avant AI's own operating environment, where its currently available capabilities are developed, tested and operated.
More than scripts and alerts
Scripts execute predefined steps. Monitoring tools detect conditions and generate alerts. Sofia correlates signals across multiple systems, creates operational context, prioritizes what matters, explains probable causes and prepares the appropriate response. Approved runbooks are one part of the operating model, not the whole product.
What stays manual once the alert fires
- Judge whether the alert actually matters
- Connect related signals across separate tools
- Work out probable impact and probable cause
- Identify the right owner or escalation path
- Prepare an update stakeholders can act on
- Open the ticket and document the outcome
Sofia is
- An AI operations layer over the infrastructure you already run
- A continuous first-response and triage capability, at any hour
- A connector across monitoring, virtualization, storage, backup, network, identity, cloud and communication systems
Sofia is not
- A generic chatbot or a search wrapper
- A cloud migration proposal, or a reason to move anything
- A replacement for AWS, Azure, Oracle Cloud, VMware, Datadog, Dynatrace, ServiceNow, Zabbix or Grafana
- A replacement for your infrastructure team
- An unrestricted AI allowed to change production freely
Signals in. Operational context out.
Signals from the tools you already run, read together and returned as something a team can act on.
Flow diagram in three stages. Existing monitoring, virtualization, storage, backup, cloud, identity and network tools feed signals into Sofia, which correlates, prioritises, explains, recommends, escalates and reports. The outputs are a daily health report, incident context, an escalation brief and an improvement backlog. A note beneath states that the whole flow runs read-only by default.
Existing tools
The signals you already produce
- Monitoring
- Virtualization
- Storage
- Backup
- Cloud
- Identity
- Network
Sofia
Reads across them and builds context
- correlate
- prioritize
- explain
- recommend
- escalate
- report
Operational outputs
What your team receives
- Daily Health Report
- Incident Context
- Escalation Brief
- Improvement Backlog
The whole flow runs read-only by default. Anything past this line needs your explicit approval.
Monitor
Continuous infrastructure awareness, with first-response triage at any hour.
- Watches selected signals across the connected systems, continuously
- Separates routine noise from events that deserve attention
- Produces a daily health report, so the day starts with a consolidated view
Explain
Move from isolated alerts to probable-cause narratives and clear next steps.
- Ranks what matters now against what can wait
- Groups related events into one narrative and sets out the probable cause
- Recommends what to check or do next, and who should be involved
Improve
Turn recurring operational friction into a backlog someone can actually work through.
- Can help identify patterns that keep coming back
- Can help surface monitoring blind spots and alert quality problems
- Can help identify capacity and resilience risks before they bind
What your team actually receives
Four artefacts, each with a fixed structure, written to be read and acted on by an infrastructure team.
Daily Health Report
A concise view of infrastructure health, relevant anomalies, operational risks and the items that require attention.
Incident Context
Correlated signals, affected systems, timeline, probable causes and supporting evidence.
Escalation Brief
A structured summary with business impact, technical context, actions already taken and the recommended next step.
Improvement Backlog
Recurring issues, capacity risks, operational gaps and opportunities to improve reliability.
The shape of each artefact
- Virtualization layerNominal
- Backup jobsNeeds attention
- Storage subsystemNominal
- Network and connectivityNominal
- Identity and directory servicesContext
Structure shown for illustration. These are not readings from any customer environment.
Built for hybrid, multi-tool environments
Sofia was built where no single platform sees the whole environment. Below are the systems it is connected to in Avant AI's own operating environment.
Integration scope and production readiness are validated during technical assessment. Current use within Avant AI's environment does not automatically mean plug-and-play deployment in every customer environment.
| Monitoring | ||
|---|---|---|
| Monitoring | Zabbix | Available today |
| Grafana | Available today | |
| Virtualization | ||
| Virtualization | Proxmox | Available today |
| VMware vSphere / vCenter | Available today | |
| Storage | ||
| Storage | Dell PowerEdge | Available today |
| Dell ME4 | Available today | |
| HPE MSA | Available today | |
| Backup | ||
| Backup | Veeam | Available today |
| Cloud | ||
|---|---|---|
| Cloud | AWS | Available today |
| Azure / Microsoft 365 | Available today | |
| Oracle Database | Roadmap | |
| OS and identity | ||
| OS and identity | Windows Server | Available today |
| Active Directory | Available today | |
| Network | ||
| Network | Cisco Nexus | Available today |
| pfSense | Available today | |
| Deeper firewall integration | Roadmap | |
| Communication | ||
| Communication | Email / SMTP | Available today |
| Microsoft Graph | Available today | |
| Microsoft Teams | Stabilizing | |
| Voice channel | Roadmap | |
Status legend
- Available today
- Connected and in use in Avant AI's operating environment.
- Stabilizing
- Built and tested, still stabilizing before go-live.
- Roadmap
- Planned. Not available today.
Start with visibility. Expand with trust.
Operational authority expands only through explicit scope and approval — never by default, and never all at once.
Diagram of the autonomy model. Observing and reporting, then recommending and preparing, sit below an approval boundary; executing approved actions sits above it, inset on a separate ground.
- Stage 1
Observe and report
Read-only access, signal correlation, reports, incident context and recommendations.
- Stage 2
Recommend and prepare
Sofia prepares the response, runbook or communication for human review and approval.
Everything past this line requires you to grant it. The assessment does not cross it at all.
Stage 3Execute approved actions
Only explicitly authorized, well-scoped actions can be executed, under the agreed operating policy.
Start with evidence, not disruption
A 30–60 day read-only assessment connects Sofia to an agreed scope of systems and operational signals. The objective is to evaluate the quality of correlation, incident context, reporting and recommendations before considering any expansion of access or authority.
- 1
Agree the scope
One environment where downtime genuinely matters, and 2–4 signal sources from tools already in place.
- 2
Connect read-only
Least-privilege, read-only access. No write path to production is configured.
- 3
Produce the artefacts
All four artefacts, produced for the scope agreed, for as long as the assessment runs.
- 4
Review and decide
Go through the findings together and decide whether expanding scope is justified.
What the assessment can evaluate
- Relevance of the anomalies detected
- Quality of incident context
- Usefulness of probable-cause analysis
- Quality of the operational reports
- Escalation readiness
- Recurring operational risks
- Opportunities for approved automation
Areas the assessment is designed to examine — not findings from any environment. What Sofia can reach depends on the systems connected and the access authorised.
A proposed commercial process, not a guarantee of specific results. No figure is offered here, because no baseline exists until the assessment establishes yours.
The questions technical buyers actually ask
Short answers to what comes up in a first technical conversation, including where the honest answer is that your existing stack may already cover it.
Is Sofia a replacement for our current tools?
No. Sofia operates across the stack your company already uses. Datadog, Dynatrace, ServiceNow, AWS, Azure, VMware, Zabbix and Grafana keep providing infrastructure, telemetry and workflows; Sofia adds cross-system context, prioritization, explanation, escalation and controlled action. If your stack already delivers reliable triage, low noise and consistent daily reporting, Sofia may not be a priority for you.
How is Sofia different from scripts or traditional automation?
Scripts and runbooks execute predefined logic. Sofia correlates signals across different systems, evaluates operational context, prioritizes relevant events, explains probable causes and prepares an appropriate response. Approved automation can be part of Sofia's operating model, but it is not the entire product.
Does Sofia make changes to production?
The initial assessment is designed around scoped, least-privilege, read-only access, with no write path to production. Beyond it, Sofia executes only actions you have explicitly authorized, under the controls agreed for them — targeted actions of that kind run today in Avant AI's own environment. Any expansion of access or authority requires a separate and explicit decision.
What kinds of operational problems can Sofia surface?
Resilience weaknesses, backup coverage gaps, capacity and saturation risks, performance bottlenecks, monitoring blind spots, low-value alerts, recurring interventions whose underlying cause was never addressed, and configuration drift. The reach depends on the systems connected and the access authorised.
Is every listed integration immediately available for every customer?
No. The table above shows systems currently used or supported within Sofia's operational context, with the status of each. Production readiness, connector requirements and implementation effort must be validated for each customer environment.
How are access and data-handling requirements defined?
During technical scoping. The initial assessment uses scoped, least-privilege, read-only access, and any expansion of access or operational authority requires a separate and explicit decision. We would rather work through your requirements with your team than publish an architecture that has not been validated against them.
Scope a 30–60 day read-only assessment
One bounded environment, the tools that already watch it, and a decision point at the end.
- One bounded environment, 2–4 existing signal sources
- Least-privilege, read-only access
- All four operational artefacts, for that scope
- A decision point at the end, not a renewal