Notification Systems
I build alert and notification layers that keep the right people informed at the right time. When agents make decisions, pipelines encounter issues, or something requires human review, notifications ensure nothing falls through the cracks — delivered through the channels your team already uses.
Automation without communication is just a black box
The more you automate, the more important it becomes to close the loop with the humans who depend on those systems.
AI agents can process thousands of items without human intervention, but there are always moments when a person needs to know something — a high-confidence classification that requires sign-off, an anomaly that doesn't fit any pattern, a pipeline that failed at 2am. Notification systems bridge the gap between autonomous operation and human awareness.
The challenge is getting the balance right. Too many alerts and people tune them out. Too few and critical events get missed. I design notification systems with careful attention to urgency levels, routing logic, and delivery timing so that each alert is genuinely useful rather than another source of noise.
What I build
Notification infrastructure designed to keep humans in the loop without overwhelming them.
Email notifications
Transactional emails triggered by agent actions and system events. I build templated, well-formatted messages that provide enough context to act on immediately — not vague alerts that require logging into another system to understand what happened.
Slack and Teams integration
Alerts delivered directly into the channels where your team works. I build structured message formats with actionable buttons, thread-based conversations for ongoing events, and channel routing based on alert type and severity so the right team sees the right information.
Escalation paths
Multi-tier notification routing that escalates unacknowledged alerts to the next level. If a critical alert goes unresponded for a defined period, it moves up the chain — from the assigned handler to the team lead to the on-call manager — until someone acts on it.
Digest vs real-time alerts
Not everything needs an immediate ping. I build configurable delivery modes: real-time alerts for urgent events, hourly or daily digests for informational updates, and weekly summaries for trend-level reporting. Users can set their own preferences per alert type.
Anomaly detection alerts
Notifications triggered when agent behaviour or data patterns deviate from expected norms. Statistical baselines detect unusual volumes, unexpected classifications, or performance degradation and alert the appropriate team before a small issue becomes a large one.
Human-in-the-loop review triggers
Notification workflows that pause agent processing and request human review for edge cases, low-confidence decisions, or high-stakes actions. The reviewer receives the full context, makes a decision, and the agent resumes — creating a feedback loop that improves the system over time.
Hiring me for Notification Systems
Alerts that reach the right person on the right channel when an agent needs a decision or a pipeline goes wrong, without flooding everyone else.
Who it's for
- Teams running agents or pipelines that need human review
- Operations where failures are noticed days late
- Teams drowning in alerts that nobody reads
- Processes that need escalation when no one responds
What you get
- Notifications on email, Slack, Teams or your channel
- Routing and escalation rules
- Real-time alerts vs digests, decided per event
- Review triggers that link straight to the item
- Documentation of every alert and who gets it
What I need from you
- The systems that produce events
- Who is responsible for each kind of event
- Your channels (email, Slack, Teams) and access to them
- A contact to review alert volume in the first weeks
How it runs
Typically 2–4 weeks.
- Week 1
Events and people
What happens, who needs to know, and how fast.
- Week 1–2
Rules
Routing, thresholds, digests and escalation.
- Weeks 2–4
Build and tune
Wire it up and tune noise on real events.
Scoped after a short call and quoted as a fixed price, paid against milestones.