sixdegree

The revenue risk your CRM can't see.

Practical field notes on finding the evidence your CRM, health score, and forecast leave out.

Sales forecast accuracy

Find deal risk outside the opportunity record.

Renewal risk signals

Connect adoption, support, billing, and relationships.

Revenue leakage

Detect contract, billing, usage, and delivery gaps.

CRM data quality

Find missing, stale, duplicate, and conflicting evidence.

Customer health score

Build explainable health from cross-system signals.

The escalation your renewal forecast cannot see

Featured article

RevOps·Support·Context

The escalation your renewal forecast cannot see

Support knows the account is unhappy. The forecast does not. The two systems hold the same customer under different identifiers and never compare notes.

Craig Tracey ·

Same silo, new interface

AI Agents·MCP·Context·RevOps

Same silo, new interface

SaaS spent 20 years selling silos. Agents and MCP finally give us a way out, and the incumbents are pulling everything back into their own box. The silo was never the database. It was the meaning.

Craig Tracey ·

Your agent broke something. Now what?

AI Agents·Postmortems·RevOps·Context

Your agent broke something. Now what?

A practical guide to running an AI agent postmortem: what evidence to capture, a worked renewal example, a checklist, and the false roots that waste the review.

Craig Tracey ·

When Gainsight and Salesforce disagree about the same customer

RevOps·Context·Data

When Gainsight and Salesforce disagree about the same customer

Why Salesforce and Gainsight customer health data disagree, when syncing destroys useful signal, and how to keep each value tied to its source.

Craig Tracey ·

Contracted revenue says one thing. Billing says another.

RevOps·Context·Data

Contracted revenue says one thing. Billing says another.

The CRM records what was sold. Stripe records what is being invoiced. When those diverge, the gap is usually a real event nobody logged.

Craig Tracey ·

Hallucination Is the Feature, Not the Bug

Enterprise AI·Context·Agents

Hallucination Is the Feature, Not the Bug

A talk on why agents need ontologies nails the diagnosis but stops short of the hard parts. This is exactly what we've been building.

Craig Tracey ·

Alex Karp Is Right About Where Enterprise AI Creates Value

Enterprise AI·Context·RevOps

Alex Karp Is Right About Where Enterprise AI Creates Value

Palantir's CEO says the winners in enterprise AI will own the application layer and the ontology underneath it. Here's why that is right, and what it takes to keep that layer current.

Craig Tracey ·

Stop Letting Your Agent Thrash

AI·Agents·AI Harness

Stop Letting Your Agent Thrash

A trivial question took our agent two and a half minutes. The model was fine, the harness let it thrash. Bounded loops beat a bigger model every time.

Craig Tracey ·

What Your CRM Can't Tell You About a Deal at Risk

RevOps·Context·Agents

What Your CRM Can't Tell You About a Deal at Risk

Your CRM tracks the deal. It cannot see the support tickets, the usage drop, or the AE who went quiet. Deal risk lives between your systems.

Craig Tracey ·

You Don't Need a Data Team to Get AI Working

AI·Context·Operations

You Don't Need a Data Team to Get AI Working

Most AI readiness advice says build a data team and document everything first. For a mid-sized company that is months of work before a single outcome.

Craig Tracey ·

Context Engineering vs Context Management: What's the Difference?

Context·Agents·AI

Context Engineering vs Context Management: What's the Difference?

Context engineering operates at the prompt layer. Context management is the infrastructure underneath. Mixing them up is why agent pilots fail.

Craig Tracey ·

Your operations run on tribal knowledge. AI will make that worse.

Operations·Enterprise AI·Context

Your operations run on tribal knowledge. AI will make that worse.

Every operations leader has tried to fix the opacity problem. AI agents make the cost of failure visible and immediate. Here is what changes now.

Craig Tracey ·

Governance Theater Won't Survive Agentic AI

AI Agents·Governance·Enterprise AI·Context

Governance Theater Won't Survive Agentic AI

Policies and approval workflows can't constrain agents that don't share your view of reality.

Craig Tracey ·

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