Rylvo Automation: Smart Alerts, Scheduled Tasks, and Automated Reports for AI Operations

Running AI bots in production is not a set-it-and-forget-it activity. Bots fail. Guardrails trigger. Customers escalate. Reviewer insights pile up waiting for engineering follow-up. Edge cases accumulate. Costs creep up. And most teams do not discover these problems until a customer complains, a dashboard is checked manually, or a quarterly review reveals months of undetected issues.

The difference between teams that struggle with AI operations and teams that scale effortlessly is automation. Not just any automation — intelligent automation that connects observation to action, detects signals across the entire platform, notifies the right people through the right channels, and generates comprehensive reports that tell the full story without requiring anyone to manually compile data.

Rylvo Automation is the operational nerve center of the Rylvo platform. It is the layer that connects what you observe (Edge Cases, Agent Evolution, Mission Control, Traces) to what you do about it (alerts, reports, scheduled reviews). Through three core primitives — Scheduled Tasks, Notification Channels, and Report Configs — it transforms reactive bot management into proactive AI operations.

In this guide, we will explore every aspect of the Automation system: its three primitives, seven task types, five notification channels, thirteen report sections, smart setup suggestions, cloud-native execution architecture, connected systems, and real-world use cases.

The Three Automation Primitives

Rylvo Automation is built on three foundational primitives that work together to create a complete operational loop.

Scheduled Tasks: Cron-Like Jobs for AI Operations

Scheduled tasks are recurring jobs that run on a configurable cadence — hourly, daily, weekly, biweekly, or monthly. Each task has a type that determines what it does, a bot scope (global or specific bot), notification channels for delivery, and type-specific configuration. When a task runs, it executes through a Cloud Function, produces results, writes a run record, and optionally sends notifications.

Tasks are created and managed through the Scheduled Tasks tab of the Automation dashboard. You can toggle them on and off, edit their configuration, view run history, and see failure counts at a glance.

Notification Channels: Multi-Channel Alert Delivery

Notification channels are the delivery endpoints for alerts and reports. When a task finds something, a report is generated, or Mission Control fires an alert, the system needs to reach the right people. Notification channels provide that bridge.

Channels support five delivery types: Slack via webhook, email via Resend, generic webhooks for custom integrations, Discord via webhook, and Microsoft Teams via webhook. Each channel can be scoped globally (visible to all bots) or linked to specific bots. Channels have an enabled toggle and a test button so you can verify delivery before relying on them in production.

Report Configs: Automated Multi-Section Reports

Report configs define automated reports that generate on a daily, weekly, or monthly cadence. Each report is composed of sections you choose from a menu of thirteen options, scoped to a bot or global, delivered to recipients you specify, and sent through notification channels automatically.

Reports are not raw data dumps. They are structured operational summaries with executive highlights, trend analysis, and actionable recommendations. Each generated report becomes a persistent snapshot you can revisit, compare, or export.

Seven Task Types for Every Operational Need

Rylvo provides seven built-in task types, each designed to address a specific operational concern.

Trace Scan: Find Failures Before Users Complain

The trace scan task reviews recent API traces for anomalies, errors, and failure patterns. It looks at run logs and conversation traces to identify signs of bot degradation, model drift, or unexpected behavior. Think of it as a nightly security patrol for your bot fleet — a scheduled walkthrough that catches problems before they become incidents.

Configuration includes a trace limit (how many recent traces to scan) and optional bot scoping.

Complaint Watch: Surface Escalation Signals Early

The complaint watch task monitors Mission Control for signals that indicate customer dissatisfaction or escalation risk. It scans live conversations for keywords like "complaint," "manager," "supervisor," "chargeback," "refund denied," "legal," and "real person." It also flags conversations that have been escalated or marked with critical risk levels.

Configuration includes a risk score threshold, whether to include open oversight alerts, and a customizable keyword list. When signals are found, the task reports them through configured channels, giving your customer success team a daily digest of conversations that need human attention.

This is one of the most powerful operational safeguards. A daily complaint watch can prevent a single frustrated customer from becoming a chargeback or a public negative review.

Dev Review: Engineering Follow-Up on Autopilot

The dev review task aggregates failed agent runs, unresolved failure patterns, and pending reviewer insights into a recurring engineering queue. Instead of engineers manually checking Agent Evolution for new issues, this task proactively surfaces everything that needs attention.

Configuration includes a failure threshold (minimum failed runs to report) and whether to include pending insights. The weekly dev review email becomes a ritual for engineering teams — a Monday morning summary of what broke last week and what the reviewers recommend fixing.

Guardrail Audit: Verify Your Safety Net

The guardrail audit task checks guardrail trigger rates and coverage. It answers questions like: Which guardrails fired this week? Which never fired (suggesting possible misconfiguration)? Are trigger rates increasing or decreasing? This is essential for safety compliance and for catching guardrail drift.

Red Team Run: Schedule Adversarial Testing

The red team run task configures adversarial test suites that challenge your bots with edge cases, adversarial inputs, and stress scenarios. While actual red team execution is handled by the backend testing infrastructure, this task automates the scheduling and reporting of red team campaigns.

Configuration includes which red team strategies to employ and how many tests per strategy to run.

Report Generation: Trigger Reports on Demand

The report generation task triggers a full report snapshot outside the normal cadence. This is useful when something important happens — a major deployment, an incident, a bot update — and you want an immediate operational snapshot rather than waiting for the next scheduled report.

Custom: Your Own Automation Logic

The custom task type is a placeholder for user-defined payloads. While the custom execution engine is still in development, this type prepares the system for future extensibility where teams can define their own automation logic via webhooks or custom code.

Five Notification Channels: Reach Your Team Anywhere

Automation is useless if the right people never see the results. Rylvo supports five notification channel types, each with its own configuration and use case.

Slack — POSTs to a Slack incoming webhook URL. Perfect for real-time team alerts in your primary workspace channel. The webhook payload includes formatted messages with links back to the dashboard.

Email — Sends via Resend to configured email addresses. Supports both individual addresses and distribution lists. Email is ideal for formal reports, executive summaries, and anything that needs to be archived or forwarded.

Webhook — POSTs a JSON payload to any HTTPS endpoint you provide. This is the integration escape hatch — connect to PagerDuty, Opsgenie, your own incident management system, or any service that accepts webhooks.

Discord — POSTs to a Discord webhook URL. Ideal for teams that use Discord as their primary communication platform, especially in gaming, community, and developer-focused organizations.

Microsoft Teams — POSTs to a Teams incoming webhook URL. Essential for enterprises that standardize on the Microsoft ecosystem.

Each channel has global visibility by default (available to all bots) but can be linked to specific bots if needed. Channels are independently togglable and testable. The test button sends a sample message so you can verify connectivity before a real alert depends on it.

Thirteen Report Sections: Tell the Complete Story

Report configs let you build multi-section reports from a menu of thirteen sections. Each section pulls data from a different operational system and presents it in a human-readable format.

Executive Summary — A high-level overview of bot health, trends, and key metrics. This is the section leadership reads first.

Edge Cases Overview — Total open, resolved, and dismissed edge cases with week-over-week trends.

Edge Cases by Category — Breakdown of edge cases by failure category, showing which types of problems are most common.

Edge Cases by Severity — Distribution across severity levels (P0 critical, P1 high, P2 medium, P3 low).

Guardrail Performance — Trigger rates, pass rates, and performance trends for each active guardrail.

Red Team Results — Summary of recent adversarial test runs, failures, and coverage gaps.

Fix Proposals Summary — Status of auto-generated and manual fix proposals from the Edge Case Engine.

Improvements Timeline — Chronological view of what has been fixed, improved, or deployed recently.

Bot Comparison — Side-by-side comparison of health metrics across multiple bots.

Complaints and Escalations — Mission Control signals: complaint-risk conversations, escalations, pending approvals, and active alerts.

Developer Follow-Ups — Agent Evolution signals: failed runs, unresolved patterns, pending insights, and active rules.

Automation Coverage — Summary of active tasks, channels, and report configs with coverage gaps highlighted.

Recommendations — AI-generated suggestions based on the data: what to fix, what to automate, what to monitor.

Reports can be scoped globally or to a specific bot. Recipients are filtered by role (all members, admins only, owners only, or custom email list). Reports can also be delivered through notification channels for automatic Slack or webhook delivery.

Smart Setup Suggestions: The Automation That Builds Itself

One of the most innovative aspects of Rylvo Automation is its intelligent suggestion engine. Instead of leaving you to figure out what to automate, the system analyzes your current operational data and recommends the next automation to set up.

The Overview tab displays live signal cards showing real-time counts of complaints, escalations, failed runs, pending insights, and active alerts. Below these signals, the system presents contextual suggestions:

Add a Delivery Channel — If no notification channels exist, the system suggests adding email or Slack so alerts and reports can actually reach the team.

Add Complaint Watch — If Mission Control shows complaint-risk conversations but no complaint watch task exists, the system recommends creating one with a single click.

Add Dev Review — If Agent Evolution shows failed runs, unresolved patterns, or pending insights but no dev review task exists, the system recommends creating a weekly engineering review loop.

Create Weekly Ops Report — If there are signals across multiple systems but no comprehensive report config exists, the system recommends bundling everything into a weekly leadership summary.

Each suggestion has a one-click create button that pre-fills sensible defaults based on your current data. This turns automation setup from a configuration chore into a guided, data-driven experience.

Cloud-Native Execution Architecture

Rylvo Automation is not a browser-based cron job. It runs on real Cloud Functions that execute independently of the dashboard.

Scheduled Task Runner — A Cloud Function runs every minute, scanning all organizations for enabled scheduled tasks whose next run time has arrived. When a task is due, it executes the appropriate logic (scan traces, check conversations, aggregate data), writes a run record to Firestore, updates the task's last run status and count, and dispatches notifications through configured channels.

Scheduled Report Generator — A Cloud Function runs every fifteen minutes, scanning for enabled report configs whose next generation time has arrived. When a report is due, it calls the report generation API endpoint, compiles data from all connected systems, builds the multi-section report, writes it to Firestore, and distributes it to recipients and channels.

This architecture means your automation keeps running even when no one has the dashboard open. Tasks execute reliably. Reports generate on schedule. Alerts fire in real time.

Connected Systems: One Platform, One Operations Layer

Rylvo Automation does not exist in isolation. It is the connective tissue that ties together every other operational system in Rylvo.

Edge Case Engine — Automation pulls edge case counts, severity distributions, category breakdowns, guardrail trigger rates, red team results, and fix proposal statuses into reports and task outputs.

Mission Control — Automation monitors live conversations for complaint signals, escalations, pending approvals, and active oversight alerts. Complaint watch tasks and reports consume Mission Control data directly.

Agent Evolution — Automation aggregates failed runs, unresolved failure patterns, pending reviewer insights, and active self-evolution rules into dev review tasks and report sections.

Bot Runtime — Automation uses the bot list for scoping tasks, channels, and reports to specific bots or the entire organization.

Email Service — Reports and alerts are delivered via Resend for reliable email delivery.

Notification Dispatch — Webhook-based delivery to Slack, Discord, Teams, and custom endpoints.

The Five-Tab Dashboard: Complete Control

The Automation dashboard at /dashboard/automation provides five tabs for managing every aspect of your operational automation.

Overview Tab: Signals and Suggestions

The landing page shows current status at a glance: active tasks, active channels, active report configs, and total reports generated. Below that, live signal cards display real-time counts of complaints, developer follow-ups, and automation coverage. Smart setup suggestions appear when the system detects gaps. Quick navigation cards provide one-click access to any management section.

Scheduled Tasks Tab: Cron Management

Create, edit, toggle, and delete scheduled tasks. The task list shows type, cadence, run count, fail count, last status, and linked notification channels. Inline run history shows the last three executions with status and summary. Create tasks with a guided form: name, type selector, cadence picker, bot scope, channel selector, and type-specific configuration.

Channels Tab: Delivery Management

Create, edit, toggle, and test notification channels. The channel list shows type badges, last status, test buttons, and linked bot chips. Create channels with name, type, configuration value (webhook URL or email list), and bot linkage.

Report Configs Tab: Report Builder

Create, edit, toggle, and manually trigger report configs. The config list shows cadence badges, section counts, last generated time, and linked channels. Create configs with a guided form: name, cadence, bot scope, section chips (pick from the thirteen options), recipient filter, custom emails, and channel selector. Each config has a "Generate Now" button for on-demand snapshots.

Generated Reports Tab: Report Library

Browse all previously generated reports. Each entry shows the config name, period covered, generation status, and distribution status. Click any report to view its full content with all sections rendered.

Comparison: Rylvo Automation vs. Manual Operations

Getting Started

Step 1: Open Automation

Navigate to /dashboard/automation. The Overview tab shows your current automation status and any live signals.

Step 2: Create a Notification Channel

Go to the Channels tab and add an email channel with your team's address, or a Slack channel with your workspace webhook URL. Test it to confirm delivery works.

Step 3: Set Up Complaint Watch

If Mission Control shows any complaint signals, the Overview will suggest creating a Complaint Watch task. Click the suggestion, review the pre-filled configuration, and save. The task will run daily starting tomorrow.

Step 4: Set Up Dev Review

If Agent Evolution shows failed runs or pending insights, create a Dev Review task with weekly cadence and your engineering channel. Your team will receive a Monday morning summary.

Step 5: Create a Weekly Ops Report

Go to Report Configs, create a new config named "Weekly Ops Health," select weekly cadence, pick sections like Executive Summary, Complaints, Developer Follow-Ups, and Recommendations, set recipients to admins, and link your channels. Click "Generate Now" to see a preview.

Step 6: Monitor and Iterate

Check the Overview tab weekly. Watch signal counts decrease as your automation catches issues earlier. Add more tasks and reports as your operational maturity grows.

FAQ

What is Rylvo Automation? The operational layer of Rylvo that connects observation (Edge Cases, Agent Evolution, Mission Control) to action through scheduled tasks, alerting, and automated reporting.

How do scheduled tasks run? Through Cloud Functions that execute every minute, checking for due tasks and running them automatically.

What task types are available? Trace Scan, Complaint Watch, Dev Review, Guardrail Audit, Red Team Run, Report Generation, and Custom.

Which notification channels are supported? Slack, email, generic webhooks, Discord, and Microsoft Teams.

How often can tasks run? Hourly, daily, weekly, biweekly, or monthly. Reports can be daily, weekly, or monthly.

Can tasks be scoped to specific bots? Yes. Each task and report config can be global or scoped to a single bot.

What is a Complaint Watch task? A daily scan of Mission Control for complaint signals, escalation-risk conversations, and oversight alerts, with results delivered to your team.

What sections can reports include? Thirteen sections: Executive Summary, Edge Cases Overview, By Category, By Severity, Guardrail Performance, Red Team Results, Fix Proposals, Improvements Timeline, Bot Comparison, Complaints and Escalations, Developer Follow-Ups, Automation Coverage, and Recommendations.

How are recipients determined? By role filter (all members, admins only, owners only) or custom email list, plus any linked email notification channels.

What are smart suggestions? Contextual recommendations on the Overview tab that suggest the next automation to set up based on your current operational signals.

Does automation work on all plans? Plan-dependent. Starter has no automation. Growth gets limited tasks and channels. Pro and Enterprise get full access.

Ready to Automate Your AI Operations?

Rylvo Automation transforms how teams manage AI bots in production. Instead of manually checking dashboards, hunting for issues, and compiling reports, you set up intelligent scheduled tasks that find problems automatically, notification channels that deliver alerts to the right people, and report configs that generate comprehensive operational summaries on schedule.

Complaint watch prevents customer escalations from turning into chargebacks. Dev review turns scattered engineering issues into a Monday morning ritual. Guardrail audit verifies your safety net is actually working. Smart suggestions guide you through setup. Cloud Functions ensure reliability.

Open Automation and create your first notification channel today.

Observe everything. Automate the response. Never miss a signal.