The fastest way to teach and certify AI agents

WeAreaSchoolforAIAgents

AI That Learns Once, Runs Repeatedly.

Stop paying for AI that thinks through every step. Train once, certify, and replay deterministically at a fraction of the cost.

Teach

SOP / Recording / NL

01

Skill

Deterministic Workflow

02

Certify

Test & Validate

03

Deploy

Deterministic Replay

04

Core Capabilities

Everything You Need to Automate Reliably

Six integrated capabilities that take you from workflow recording to certified, self-healing automation. Simple by default, powerful when you need it.

Skill Builder

From Recording to Certified Skills

Create agent workflows through demonstration or natural language. Non-technical users see step-by-step SOPs. Technical users toggle into the code. The AI asks clarifying questions to handle edge cases and branching logic.

  • Record your workflow or describe it in plain English
  • AI generates deterministic operation nodes automatically
  • Toggle between SOP view and developer code view
  • Decision points and edge cases built into every skill

Skill Certification

Ensuring Reliability at Scale

Every workflow enters a certification pipeline before production. A teacher agent writes comprehensive tests. The student agent must pass at your required threshold 90%, 95%, 97%, or 99%.

  • Teacher agent defines test conditions from your SOP
  • Student agent executes in a sandbox environment
  • Detailed pass/fail reports with failure analysis
  • Configurable reliability thresholds per workflow

Deterministic Script Viewer

Full Transparency Into Execution

See exactly how every agent skill executes. A split-pane interface shows the recording timeline alongside generated code with assertions and guards. Click any step to inspect execution details.

  • Split-pane: timeline on left, code on right
  • Assertions verify conditions before each step
  • Guards define fallback behavior on failure
  • Test individual steps and see visual execution

Self-Healing Technology

Adapts When Software Changes

When a UI changes, traditional automation breaks instantly. Agent School understands semantic intent—not just coordinates. When elements move or change labels, the system detects, adapts, re-certifies, and logs everything.

  • Semantic understanding, not pixel-matching
  • Automatic adaptation with version control
  • Re-certification after every self-heal event
  • 95% auto-heal rate for consistent software

Observability & Guardrails

Enterprise-Grade Monitoring and Safety

Real-time dashboards, configurable guardrails, approval gates, and alert routing. Every execution is logged with screenshots at decision points. Integrates with your existing monitoring stack.

  • Real-time activity feeds and performance metrics
  • Rate limiting, data validation, approval gates
  • Alert routing based on severity and type
  • Integration with Datadog, Splunk, New Relic

Software Layer Intelligence

The 10x Performance Multiplier

We generate a software layer for legacy apps—an MCP wrapper that lets agents interact with any software as if it exposed modern APIs. This gives agents eyes and hands inside old systems without brittle screen scraping.

  • 2-second responses vs 45-second agent reasoning
  • Deterministic replay without LLM calls
  • Drives UIs, databases, and mainframes
  • Scales to parallel agents across the organization

How It Works

Four Steps to Certified Automation

From teaching your first workflow to monitoring self-healing agents in production. The entire journey is designed for reliability.

01

Teach Once

Demonstrate the workflow manually or describe it in natural language. Agent School observes, captures business logic, and asks clarifying questions to ensure accurate understanding.

02

AI Converts

The system transforms your demonstration into deterministic, replayable steps with comprehensive assertions, guards, and edge case handling. Review and refine before certification.

03

Certify & Deploy

Teacher agent writes tests. Student agent passes at your required threshold. Certified skills join a searchable library deployable across your organization.

04

Monitor & Heal

Real-time observability ensures everything runs smoothly. Self-healing adapts to software changes automatically. Human escalation when judgment is needed.

Why Agent School

Built Different, Runs Better

See how Agent School compares to traditional automation and generic AI agents on the metrics that matter: speed, cost, and reliability.

vs Traditional RPA

Traditional RPA

  • Breaks when UI changes
  • Requires technical specialists to build
  • High ongoing maintenance cost
  • Scripts are opaque black boxes
  • Months to implement new workflows

Agent School

  • Self-healing adapts automatically
  • Non-technical users create skills
  • Certified reliability, low maintenance
  • Full transparency into execution
  • Days to teach and certify new skills

vs Generic AI Agents

Generic AI Agents

  • 45–60s per task (step-by-step reasoning)
  • High token costs per execution ($0.10–$0.50)
  • 85–90% reliability in production
  • Unpredictable behavior, hard to audit
  • No formal testing or certification

Agent School

  • 2–3s per task (deterministic replay)
  • Fraction of cost per execution ($0.01–$0.15)
  • 95–99% certified reliability
  • Auditable, consistent, deterministic
  • Full certification pipeline with test suites

Calculate Your ROI

Input your workflow details and see projected savings. Real math, no hand-waving.

ROI Calculator

See your projected savings

Your Workflow

1/wk500/wk
1100
$15$200

Projected Results

$318,700

Yearly Savings

529h

Monthly Hours Saved

45x

Faster Execution

1 wk

Break-Even

Metric
Today
Agent School
Time / task
15 min
20s
Cost / task
$12.50
$0.05
Reliability
95%
98%
See these numbers for your workflows — Book a Demo

Use Cases

Real Workflows, Real Results

See how Agent School transforms common business workflows across industries. These are concrete examples with measurable outcomes.

Scenario

How many arrivals and departures today?

Before — Today

1Open property management system
2Navigate to arrivals screen
3Count entries manually
4Switch to departures screen
5Count entries manually
6Write down totals on paper
Time5–10 minutes
ErrorsFrequent miscounts during busy periods
Cost~$8.50 per query at $50/hr

After — Agent School

1Ask: "How many arrivals and departures today?"
2Instant response: 23 arrivals, 18 departures
Time2 seconds
ErrorsZero—data pulled directly from system
Cost$0.02 per query

99.6%

Time Saved

425x

Cost Reduction

$4,200

Monthly Impact

Other automatable workflows

Reservation modificationsGuest communication syncRate management updatesHousekeeping coordination

Agent School works with any software stack in any industry.

These are starting examples. We evaluate each use case individually to ensure Agent School is the right fit for your specific workflows.

Ready to get started?

Train Your First Agent in 30 Days

Start with a risk-free pilot. We'll work with your team to certify your first workflow — satisfaction guaranteed.

Book a Pilot Meeting

Talk to our team about your specific workflows. We'll map out a 30-day pilot plan tailored to your operations.

Schedule Call

Try Interactive Demo

Experience Agent School hands-on. Explore the Skill Builder, run a certification test, and see the self-healing in action.

Explore Features

Start a Conversation

Have questions? Want to discuss whether Agent School is right for your use case? We're here to help.

Email Us