Systems Reliability Framework — Now Enrolling

The Axiom of
Reliable RevOps AI

Stop building fragile automations that break on Tuesdays. Learn the engineering discipline that turns RevOps AI from a liability into a production-grade system you can trust.

8 focused modules. One rigorous framework. 15–20 hours reclaimed every week.


30-Day Deploy Guarantee
Lifetime Access · Self-Paced
Built for B2B SaaS RevOps Teams
// The Problem

Your RevOps AI works in demos.
It fails in production.

Brittle Automations

You spend hours building a workflow. It runs flawlessly once. Then a field changes in Salesforce and everything silently breaks — with no alert, no fallback, and no clear path to fix it.

AI Hallucination Risk

LLM-powered automations produce confident-sounding nonsense at the worst moments. Without structured validation layers, you're introducing a new category of data quality risk.

No Observability

You can't answer "is this automation actually working?" without running manual spot-checks. There's no audit trail, no error rate, no SLA. It's a black box tied to your pipeline data.

Tutorial Knowledge Trap

Most "AI automation" content teaches you to build demos. They skip error handling, data contracts, idempotency, and the operational concerns that separate a proof-of-concept from a production system.

The root cause isn't the tools. It's the absence of a systems-engineering mindset. Software engineers learned this discipline decades ago — now RevOps needs it too.

// The Solution

The Systems Reliability
Framework for RevOps AI

Axiom Academy teaches you to build RevOps AI the way senior engineers build production software: with contracts, observability, graceful degradation, and a clear operational model.

The Systems Reliability Framework (SRF) is a seven-principle discipline that maps directly to the RevOps stack — your CRM, MAP, data warehouse, and workflow tools — giving you a repeatable method to ship automations you'd stake your pipeline on.

Data Contract Layer — Define and enforce what data your automations can trust
Validation Checkpoints — Catch bad inputs before they propagate downstream
Idempotency Guarantees — Safe to re-run; no duplicate records, no ghost updates
Observability Pipeline — Structured logs, error rates, and alerting built in
Graceful Degradation — Automations that fail safely without corrupting your CRM
Change Management Protocol — Your system survives field renames and schema drift
Confidence Scoring for LLMs — Quantify and bound AI uncertainty in every workflow
srf-pipeline.ts
const pipeline = createSRFPipeline({"{"}
name: 'lead-qualification',
contracts: LeadSchema,
idempotencyKey: 'lead.id',
fallback: gracefulDegrade,
observability: StructuredLogger,
llmConfidence: 0.85, // min threshold
{"}"})
// → Deploy with confidence.
// → Fails safe. Logs everything.
// → Survives schema changes.
Status
PRODUCTION_READY
// Curriculum

8 Modules. One Coherent System.

Each module builds on the last — from first principles through full deployment. No filler, no padding. Every lesson is immediately applicable to real RevOps stacks.

Module 01

Systems Thinking for RevOps

Why RevOps AI fails in production. The systems-engineering mental model and how it maps to your stack.

Module 02

Data Contracts & Schema Design

Define formal contracts for CRM and MAP data. Build validation layers that catch drift before it corrupts your pipeline.

Module 03

Building Reliable AI Workflows

Prompt architecture, structured outputs, confidence scoring, and fallback chains for LLM-powered automations.

Module 04

Idempotency & Error Handling

Design automations that are safe to retry. Prevent duplicates, ghost updates, and cascading failures at the source.

Module 05

Observability & Alerting

Structured logging, error rate dashboards, SLA definitions, and alert routing — built into every workflow from day one.

Module 06

Change Management Protocol

How to make your automations survive CRM upgrades, field renames, and team handoffs without weekend emergency fixes.

Module 07

Deploying to Production

End-to-end deployment walkthrough. Environment management, rollback procedures, staging gates, and go-live checklists.

Module 08

The 15-Hour Reclaim Playbook

Map your highest-ROI automation opportunities. Build and deploy your first production workflow. Measure and report your time reclaimed.

Capstone Project
// What You Get

Everything You Need to Ship

8 Structured Modules

Self-paced video lessons with written reference guides and annotated code walkthroughs for every concept.

SRF Starter Templates

Production-ready workflow templates for the most common RevOps use cases. Copy, adapt, and deploy in hours, not weeks.

Deployment Checklist System

A full pre-flight and post-launch checklist so you never push untested automations to your live CRM data again.

Private Alumni Community

Access to a focused community of RevOps professionals applying the SRF. No noise — just practitioners sharing what works.

Lifetime Updates

The RevOps tooling landscape changes fast. Every curriculum update, new template, and framework revision is included forever.

30-Day Deployment Guarantee

Deploy one automation using the SRF within 30 days or receive a full refund. No forms, no friction.

// Pricing

Simple, One-Time Pricing

No subscription. No upsells. Everything included. If 15 hours per week at your bill rate doesn't cover this within a month, request a full refund.

$1,497
$997

One-time payment · Lifetime access · All future updates

8 production-focused curriculum modules
Full Systems Reliability Framework documentation
SRF starter templates and code library
Deployment checklist and operational runbooks
Private alumni community access
Lifetime updates at no additional charge
Enroll Now for $997 →

30-Day Deploy Guarantee

Deploy one automation using the SRF within 30 days of enrollment. If you don't, email us for a full refund. No questions, no hoops.

Secure checkout via Stripe. Instant access upon payment. Receipts available for business expense reimbursement.

// FAQ

Frequently Asked Questions

Axiom Academy is built for RevOps Managers and Analysts at B2B SaaS companies in the 50–300 employee range. You're managing the CRM and MAP stack, have tried building automations before, and are tired of the reliability and trust issues that come with most AI workflow tools. You don't need to be a software engineer, but you should be comfortable with structured thinking and data.

No. The SRF is a conceptual and operational framework, not a coding curriculum. Where code is shown, it's for illustration and is fully annotated. The templates are designed to be adapted without writing code from scratch. Familiarity with tools like Zapier, Make, Clay, or similar platforms is sufficient.

The SRF is tool-agnostic by design — it applies to any RevOps stack. Examples and walkthroughs reference Salesforce, HubSpot, Clay, Make, Zapier, and common LLM APIs. The principles transfer to whatever tools your team uses today or adopts in the future.

Most courses teach you to build demos and simple automations. They stop before the hard part: making those automations reliable, observable, and maintainable in a production environment. Axiom Academy starts where those courses end. The SRF is a systems-engineering discipline applied specifically to the RevOps context — you won't find this framing elsewhere.

The curriculum is designed to be completed in 4–6 weeks at a pace of 3–4 hours per week. Most students complete their first production deployment before finishing Module 8. The guarantee is 30 days to your first deployed automation — and nearly all students hit that milestone well within the window.

If you complete the course modules and cannot deploy at least one SRF-based automation within 30 days of enrollment, email us with your work and we'll refund 100% of your payment. We ask for a brief description of what you built and where you got stuck — not to gatekeep the refund, but to improve the course for future students.

Yes. You'll receive a detailed receipt upon purchase that is suitable for business expense reimbursement. Many students have their company cover this as a professional development expense — given the ROI of 15–20 hours per week in recovered capacity, the business case is straightforward to make.

Enrollment Open

Build RevOps AI
you can trust in production.

Stop patching brittle automations. Start building systems.

$997 · Lifetime access · 30-day deployment guarantee

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