Agentic AI for Engineering Operations
Afferentic
Operational intelligence that learns your environment, not just runs scripts in it.
We deploy agentic AI into IT and engineering operations so your people stop maintaining the status quo and start improving it. Agents take the operational backbone. Engineers take the work that moves the business forward.
Sound familiar?
Your best engineers are stuck maintaining the environment, not improving it
Onboarding a new customer takes weeks of manual configuration when it should take hours
When something breaks at 2am, the on-call engineer starts from scratch every time
You're always one SLA breach away from a difficult conversation with a client
Monitoring gaps only get discovered when something falls through them
Post-incident reports either don't get written or don't identify root cause
Patch cycles slip because nobody has time to manage them properly between incidents
When an experienced engineer leaves, everything they knew leaves with them
Leadership wants reporting on operational performance but producing it takes days
Escalations land in someone's inbox with no context — they have to piece it together themselves
None of these are failures of skill or effort. They are the predictable result of asking humans to do work that should belong to agents. Every one of them is recoverable.
See how we solve themThe outcome
The same people, doing
higher-value work.
Operational Leverage
Agents build a working understanding of your environment over time — mapping dependencies, recording methods, recognising patterns. The system gets smarter with every incident it handles, every sweep it runs, every fix it applies. This isn't static automation. It's an operational layer that compounds.
Faster Time to Revenue
New environments, new customers — the gap between signed contract and live service collapses when provisioning and onboarding are agent-driven. What currently takes weeks of manual work takes hours. That is direct, measurable revenue acceleration.
Knowledge That Stays
Agents write documentation, generate runbooks, and record the relationships between services and the methods used to manage them — continuously, as a by-product of doing the work. When an engineer leaves, their operational knowledge remains. New team members inherit a living, accurate knowledge base.
Across the operational surface
Every process that touches
a human hand more than once.
Incident Response
Agents triage, diagnose, and remediate. When escalation is needed, facts are laid out, history included, related incidents linked. No detective work — just a decision.
Root Cause Analysis
Agents don't just fix the incident. Using estate awareness, they identify why it happened and what prevents recurrence. Fixes that need approval go to the right people with full justification.
Monitoring & Alerting
When sweeps reveal gaps in coverage, agents write the rules to fill them. Alert thresholds tuned, noise reduced, on-call routing maintained — automatically.
Patch & Upgrade Management
Patch cycles managed end-to-end. Test environments used before production changes. Rollback capability built in. Nothing slips because nobody had time.
Environment Lifecycle
Provisioning, access control, configuration, and decommissioning driven by agents. New customers go live in hours. Every environment consistent.
Reporting & Visibility
Full reporting on everything agents do. Escalations and grey areas raised during appropriate hours. Leadership sees operational performance without asking for it.
SLA Performance
Agents respond in seconds. SLA breaches stop being a risk because the gap between event and action closes to near-zero.
Post-Incident Learning
Post-incident reports generated automatically. Patterns identified across the estate. Lessons learned that actually get recorded.
Engineer Onboarding
New team members inherit accurate documentation, structured runbooks, and a knowledge base built by agents doing real work. Ramp time drops sharply.
Who this is for
Engineering & IT Ops Teams
Your people are good at their jobs. They're just spending most of their time on work that shouldn't require them.
Managed Service Providers
Serving multiple clients with consistent quality. Agents let you scale service delivery without scaling headcount to match.
Platform Engineering Orgs
Building internal platforms for product teams. Reduce operational toil so engineers contribute to roadmap, not just keep the platform stable.
Growing Ops Organisations
Headcount hasn't kept pace with infrastructure complexity. Agents fill the gap without requiring proportional hiring.
Start here
The Operational
Health Check.
A structured assessment of your engineering operations using real operational data — not interviews alone. In two weeks, you have a clear picture of where time is being lost, what is recoverable, and what it is worth to recover it. You choose the areas of focus. We do the analysis.
Explore the Health CheckThe Health Check provides you with
Process map with cost analysis
Every operational workflow mapped, with time and cost attached. You see precisely where skilled people are spending hours on repeatable work.
Automation opportunity matrix
Each process scored by frequency, complexity, and impact. A prioritised list of what to automate first for the highest return.
SLA and risk exposure review
Where your current response posture leaves you exposed. What it would take to eliminate SLA risk entirely.
Actionable recommendations
Not a slide deck of possibilities. Specific, sequenced recommendations you can act on immediately.
Board-ready executive summary
A clear ROI narrative for leadership or board reporting. Numbers, not hand-waving.
Duration
1-2 weeks
Investment
Fixed fee
Output
Report + recommendations
What you receive
Data-driven analysis,
not a slide deck.
Every assessment delivers quantified findings tied to real operational data. Here is a sample of what the automation opportunity matrix looks like.
Engineer Time Allocation
Operational Intelligence Candidates
| Workflow | Hrs/mo | Automatable | Impact |
|---|---|---|---|
| Incident Triage & Diagnosis | 820 | Critical | |
| Deployment Verification | 310 | High | |
| Environment Provisioning | 260 | High | |
| Monitoring Rule Maintenance | 195 | Medium | |
| On-Call Handover | 175 | High | |
| Post-Incident Analysis | 145 | Medium |
Start with a conversation.
The Health Check is a low-commitment entry point with a concrete output. Pick the area that is costing you the most — incidents, onboarding, patching, reporting — and in two weeks you will know exactly what is recoverable and what it is worth.