Operator proof · ChurnDefense · Live · Operating company

Customers signal churn weeks before they cancel

A behavioural intelligence layer for SaaS retention. Product, payment and support data land in one model that scores every account in real time and tells the CSM what to do about it. Built and operated by the isonew founder as co-founder and CRO.

Co-founder and operator proof. Ronan Pinho is co-founder and CRO of ChurnDefense alongside founder and CEO Matt Ham. It is an operating company, not an isonew client.

Service line: AI Agents & Automation

01

Context

What the operation looked like

Customer success teams were watching churn arrive as a cancellation email. The signals were already in the stack — feature usage in the product analytics tool, failed charges in billing, friction in the ticket queue — but nobody was reading them together, and nobody had time to.

Constraint
A risk score nobody acts on is a dashboard. The product had to survive contact with a CS team that already has a full calendar, which meant the output could not be an alert; it had to be a diagnosis with the next action attached.

02

Decisions

What was decided, and why

  • 01

    Score against a learned baseline of what a healthy account looks like in that specific product, instead of shipping a generic churn formula.

  • 02

    Read product, payment and support signals in one model, because each one alone produces false positives.

  • 03

    Ship native integrations rather than an ingestion project, so a team is live in days without an engineering sprint.

  • 04

    Attach a prescribed playbook to every risk score, and track the outcome of the playbook so the recommendation is auditable.

03

System built

What exists, module by module

01

Integration layer

Native connections to CRM, billing, product analytics and support, with the data model mapped automatically.

02

Behavioural scoring

A per-account fingerprint scored continuously against the healthy baseline for that product.

03

Diagnosis surface

The specific signals driving a score, shown to the CSM instead of a bare red flag.

04

Rescue playbooks

Step-by-step flows triggered by risk: QBRs scheduled, support escalated, outreach sent.

05

Outcome attribution

Each playbook records what happened, so the team knows which actions saved the account.

06

Priority queue

Accounts ranked by risk and revenue at stake, so the day starts with the right five names.

Built with

OpenAI
Analytics
CRM
Payments
PostgreSQL
Node
Cloudflare

Shipped

What it looks like in use

The delivered surface, live. Open it and check.

04

Evidence

Figures, with scope and source

$0M+

MRR under protection

Aggregate across monitored accounts · Published on churndefense.com

  • $48M+ in MRR protected

    ScopeAggregate across customer accounts monitored on the platform

    SourcePublished on churndefense.com

  • 200+ SaaS companies

    ScopeCompanies using the platform, as published

    SourcePublished on churndefense.com

  • Live in under 48 hours for most teams

    ScopeOnboarding time via native integrations, as published

    SourcePublished on churndefense.com

Retention panel

Rolling 12 months · refreshed weekly

Live

Accounts flagged early

0

Saved after outreach

0%

Revenue retained

$0

Share of flagged accounts retained

last 12 weeks

Sample

Retention System Blueprint

Signals, scoring, and the save-offer path with its guardrails.

6 pp
Download the sample (PDF)

The artifact handed over on this engagement. Client figures are replaced with representative ones, the structure is unchanged.

These are the figures ChurnDefense publishes on its own site, reproduced with their scope and source. isonew claims the engineering and go-to-market record behind them, not a promise of the same numbers elsewhere.

Ronan doesn't sell theory. He runs the framework on his own companies first, then ships it.
Matt Ham · Founder & CEO, ChurnDefense · Video, published on YouTube

Matt Ham on working with Ronan Pinho

The founder and CEO of ChurnDefense, on record and on video.

Matt Ham · Founder & CEO, ChurnDefense

05

Current state

Where it stands today

Live and operating. The platform runs for paying SaaS teams, with Matt Ham as founder and CEO and Ronan Pinho as co-founder and CRO.

Next expansion
For isonew clients, the reusable part is the pattern: signals from systems that already exist, scored against a learned baseline, delivered as an action rather than a chart.

What this does not claim
ChurnDefense is an operating company, not an isonew engagement. The published figures belong to ChurnDefense, and no client outcome is claimed from them.

Written and reviewed by

Ronan Pinho

Founder of isonew and of ChatSac, co-founder and CRO of ChurnDefense. Over ten years building and operating technology companies. Based in Apex, North Carolina. Works in English, Portuguese and Spanish.

Last reviewed 2026-08-14

One next step, and it is a paid one on purpose

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