Risky automation
One wrong infrastructure change can cause an outage or a security incident.
Enterprise IT & Cloud
AI for enterprise IT, DevOps and cloud operations
IT and platform teams want AI that reduces toil without adding risk. We build agents that manage cloud resources in plain English behind confirmation gates, MCP platforms with governed tool access, and audits that make inherited LLM systems safe to operate.
Safeguards we build in
- Confirmation before resource-changing actions
- Scoped tool permissions
- Full tracing of agent runs
- Enterprise model access through Bedrock or Azure
- Documented runbooks
The challenge
What makes AI hard in Enterprise IT & Cloud.
Access governance
Agents need tools, but every tool must be scoped, logged and revocable.
Operational toil
Skilled engineers spend hours on routine requests and lookups.
Inherited AI systems
LLM systems built by previous vendors arrive without tests or documentation.
Solutions
What we build for Enterprise IT & Cloud.
Cloud operations agents
Natural-language AWS management on Amazon Bedrock with mandatory confirmation.
MCP tool platforms
Governed, pluggable tool access for internal agents.
AI code review
Automated and expert review of AI-heavy pull requests.
LLM gateways and governance
Central keys, logging, rate limits and model routing for the whole organization.
AI system audits
Handover audits with prioritized remediation plans.
Proof
Delivered in production, measured in results.
Enterprise IT & cloud
Conversational AWS Infrastructure Agent
Natural-language cloud operations on Amazon Bedrock, with confirmation before every change
- CLI commands required
- 0
- CLI commands required
- changes confirmed before execution
- 100%
- changes confirmed before execution
- enterprise model access
- Bedrock
- enterprise model access
Enterprise AI & finance
MCP Multi-Tool Agent Platform
A governed agent platform with persistent memory and human approval before sensitive actions
- pluggable tool access
- MCP
- pluggable tool access
- sensitive calls human-approved
- 100%
- sensitive calls human-approved
- memory across restarts
- Persistent
- memory across restarts
Customer support
Voice AI Support Agent
A voice agent that answers support calls, looks up orders and hands off to people
- inbound voice channel
- Calls
- inbound voice channel
- self-service coverage
- FAQ + orders
- self-service coverage
- agent hand-off
- Live
- agent hand-off
Services
The capabilities behind these solutions.
AI Agent Development
Agents that use your tools, remember context and ask before acting.
- Hours of manual operations handled by agents
- Human approval before any sensitive action
- Persistent memory across sessions and restarts
LLM Integration & Optimization
The right model, wired in securely, at the right cost.
- Model choices backed by evaluation, not hype
- Lower latency and token spend
- Enterprise-grade access, logging and data residency
AI Strategy & Audits
Senior guidance before you build, and proof after you ship.
- A clear, prioritized AI roadmap
- Independent evidence of quality and risk
- A team that can build and run AI with confidence
AI Workflow Automation
Connect AI to the tools your teams already use.
- Leads and tickets handled in minutes, not days
- Fewer manual hand-offs and copy-paste errors
- Workflows your team can see, edit and trust
Enterprise IT & Cloud FAQ
Questions from Enterprise IT & Cloud teams.
Can't find your answer? Ask us on a free strategy call or send a short brief.
Can an AI agent safely manage our cloud?
Yes, with confirmation built in. Our AWS agent collects every required field and asks for explicit approval before any resource-changing action.
Do you work with Amazon Bedrock and Azure OpenAI?
Yes. We have delivered Bedrock integrations, including Claude-based agents and user-session management, and we also integrate with Azure OpenAI.
Can you audit an LLM system we inherited?
Yes. Our audits document how the system works, measure its quality and rank fixes by impact and risk.
Taking on new projects
Let’sbuild.
Have an AI project in mind? Let’s make it real.
Book a free 30-minute strategy call with our founder. You’ll leave with a clear view of the right architecture, timeline and next step, whether or not we work together.
- Reply within 24 hours
- NDA before you share anything confidential
- You own the code, prompts and documentation
- Hours overlap with US, UK, EU and Gulf teams