COMMERCIALENGINEOS

The Autonomous Operating System for B2B Revenue

CommercialEngineOS connects your commercial data, continuously understands the state of your revenue engine, determines what needs to happen next — and increasingly executes the work through AI agents.

From dashboards and meetings to intelligence, decisions, and autonomous execution.

The Problem

Revenue teams have more data than ever — and still operate manually.

Today's commercial organization runs across Salesforce, HubSpot, Gong, Gainsight, ZoomInfo, LinkedIn, Email, Calendar, Product Analytics, Support, Billing, Spreadsheets, and BI. Every platform knows something. None understands the entire commercial business.

Salesforce
HubSpot
Gong
Gainsight
ZoomInfo
LinkedIn
Email
Calendar
Product Analytics
Support
Billing
Spreadsheets
BI Tools

The current loop:

Dashboards
→
Spreadsheets
→
Meetings
→
Decisions
→
Tasks
→
More Meetings

The CommercialEngineOS model:

Commercial Data
↓
CommercialEngineOS
↓
Understand
Decide
Act
Measure
Learn
↺

CommercialEngineOS turns the revenue organization from a collection of tools into an intelligent operating system.

Platform Architecture

One intelligence layer across the entire revenue engine.

CRM
Product Usage
Customer Success
Support
Conversations
Billing
Market Signals
Marketing
↓
COMMERCIAL GRAPH
↓
AI CRO
↓
COMMERCIAL AGENTS
↓
Actions
Outcomes
Learning

Commercial Graph

The memory of your commercial organization.

CommercialEngineOS builds a persistent Commercial Graph connecting Accounts → People → Products → Opportunities → Sellers → Conversations → Signals → Actions → Outcomes.

Dashboards show snapshots. The Commercial Graph builds memory. It understands what happened, who was involved, what changed, why it matters, what worked previously, what failed, what action occurred, and what outcome resulted.

Every interaction makes the commercial system smarter.

Account
Opportunity
Signal
Action
Outcome
Persistent • Queryable • Learning

Meet Your AI CRO

Meet your AI CRO.

CommercialEngineOS continuously evaluates the commercial business the way an exceptional CRO would — across pipeline, forecast, customers, renewals, expansion, sellers, and market signals.

Q3 Commercial Objective
Revenue Target $25.0M • Current Forecast $22.8M • Gap $2.2M
72% Confidence
1. Protect $870K renewal ARR.
2. Accelerate $1.4M late-stage pipeline.
3. Generate $750K expansion pipeline.
4. Generate $500K new-logo pipeline.
5. Address three territories with insufficient pipeline creation.

AI Commercial Workforce

An AI workforce built for revenue.

The AI CRO orchestrates specialized commercial agents that continuously evaluate, recommend, and execute.

Pipeline Agent

Evaluates pipeline creation, coverage, velocity, aging, stage conversion, and gaps.

Forecast Agent

Produces an independent forecast based on opportunity evidence, historical patterns, and deal behavior.

Expansion Agent

Identifies customers most likely to expand and builds targeted plays.

Renewal Agent

Identifies renewal risk early and builds intervention strategies.

Account Agent

Maintains living strategic account plans.

Prospecting Agent

Finds high-probability prospects and creates personalized commercial plays.

Signal Agent

Monitors funding, hiring, executive changes, M&A, news, and company events.

Seller Agent

Evaluates rep performance, behaviors, pipeline creation, conversion, and coaching opportunities.

Customer Agent

Understands product adoption, engagement, value realization, health, and sentiment.

Executive Agent

Translates commercial activity into CEO, CRO, and board-level insight.

From Intelligence to Autonomy

From intelligence to autonomy.

01
UNDERSTAND

CommercialEngineOS explains what is happening.
"Enterprise pipeline coverage declined from 3.2x to 2.4x."

02
RECOMMEND

CommercialEngineOS determines what should happen.
"Expansion activity across 42 high-intent accounts represents the fastest path to restoring coverage."

03
EXECUTE

CommercialEngineOS prepares and initiates work with human approval.
42 account strategies and personalized outreach plays are ready.

04
AUTONOMOUS

CommercialEngineOS continuously executes approved commercial plays within company-defined guardrails.
"Campaign executed. 11 responses. 4 meetings. $310K pipeline created."

Autonomous Revenue Mode

Give it an outcome. Not a task.

Objective
Generate $5M incremental pipeline this quarter.
Analyze Revenue Engine
↓
Determine Highest-Probability Path
Expansion $2.0M
New Logo $1.5M
Partners $750K
↓
Identify Accounts → Detect Signals → Build Plays → Execute Actions → Measure Results → Reallocate → REPEAT

Objectives

Manage outcomes, not activity.

Grow ARR
$100M → $120M
46% complete74% confidence
Improve NRR
106% → 112%
61% complete81% confidence
Generate Pipeline
$20M target
$12.8M generated69% confidence
Reduce Churn
<6%
Current 7.2%Trend: Improving

Monday Morning Experience

Monday morning should look different.

Monday Commercial Brief
Generated before leadership begins Monday morning
Revenue Target $25M
Forecast $22.8M
Gap $2.2M
What Changed
  • Enterprise pipeline coverage declined 18%.
  • $1.4M Commit moved into elevated slip risk.
  • 37 customers developed strong expansion signals.
  • 12 renewals representing $870K require attention.
  • 14 strategic prospects experienced material company events.
Actions Already Created
37 Expansion Plans 12 Renewal Intervention Plans 14 Outbound Plays 9 Executive Deal Reviews 3 Seller Coaching Plans

UnlockSignals

Know when something changes.

UnlockSignals is the signal intelligence layer inside CommercialEngineOS. It detects internal and external events that may create commercial opportunity or risk.

UnlockSignals
What changed?
↓
CommercialEngineOS Intelligence
What does it mean?
↓
AI CRO
What should we do?
↓
Commercial Agents
Execute the play.
↓
Commercial Graph
What did we learn?
Executive change
Funding round
Hiring spike
Product usage spike
Declining engagement
Support escalation
M&A activity
Geographic expansion
Renewal approaching
New strategic initiative

Human Governance

Autonomous doesn't mean uncontrolled.

CommercialEngineOS operates within company-defined guardrails. Executives determine what actions require approval, financial thresholds, customer communication rules, pricing authority, and account exclusions.

CRM UpdatesAutonomous
Internal TasksAutonomous
Customer EmailApproval Required
Pricing ChangesExecutive Approval
Discount >10%CRO Approval
Contract ChangesDisabled

Humans define the strategy and guardrails. CommercialEngineOS scales the execution.

Commercial Operating System

AI is only as good as the operating system behind it.

CommercialEngineOS is built around a disciplined commercial management philosophy covering segmentation, coverage, pipeline creation, deal rigor, forecasting, retention, expansion, account management, seller performance, executive operating cadence, commercial KPIs, and board reporting.

The Commercial Operating System is the reasoning framework behind the AI. The technology doesn't replace commercial strategy. It operationalizes it.

Not ready for autonomous revenue yet?

Build the operating system first.

CommercialEngineOS works with select companies to design and implement the commercial foundation required for an AI-native revenue organization.

Commercial OS Design

Build the segmentation, KPIs, processes, operating cadence, and accountability model behind predictable growth.

Revenue Engine Transformation

Improve pipeline creation, forecasting, expansion, retention, account management, and commercial execution.

AI Commercial Readiness

Prepare commercial data, workflows, systems, and processes for AI agents and autonomous execution.

Executive Commercial Leadership

Fractional or strategic CRO-level support for companies undergoing growth, transformation, leadership transition, or commercial redesign.

Transformation today. Autonomy tomorrow.
Commercial Diagnostic
→
Commercial OS Design
→
Data + Process Foundation
→
CommercialEngineOS
→
AI-Assisted Execution
→
Agentic Execution
→
Autonomous Commercial Engine

Early Access

Help build the autonomous commercial organization.

We're working with forward-thinking CEOs and CROs to build the next generation of commercial operations.

Join Early Access

Name • Company • Role • Work Email • ARR Range • CRM • Primary Commercial Challenge

Every company has a financial system. Every company has a product system. Every company has a commercial organization.

Soon, it will have an operating system.

CommercialEngineOS

The Autonomous Operating System for B2B Revenue