Do you replace our customer success tool?

No. We instrument the workflows that feed your CS tool. Most CS tools are great at displaying state — they are not where the activation, expansion, or churn play actually fires. We build that layer.

Will this work with our self-serve product without a CSM?

Yes. In fact self-serve is where activation automation pays back fastest. The system runs the playbook a CSM would run if you had one for every account.

How do you handle our existing data warehouse?

We read from it, we don't replace it. The warehouse stays the source of truth. We build the workflows on top that turn warehouse signals into in-product, in-CRM, and in-Slack actions.

What about support — won't AI answers frustrate users?

We build knowledge systems that cite source docs and route the hard cases to humans. Quality bar is set in the Audit, not assumed. Most SaaS teams want fewer tier-1 tickets, not zero human support.

AI Systems for SaaS & Digital Products

The trial signs up.The user goes silent.Nobody finds out until renewal.

AI systems for SaaS and digital product teams. Onboarding workflows that activate users, expansion signals routed to the right rep, support automation that does not feel automated, and churn surfaces before renewal — not at it.

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The Leak

Where saas & digital products operators lose money — every week.

The vertical changes. The bottlenecks repeat. These are the leaks we hear from operators in your category — and the ones we instrument first.

01
Trial users sign up, fail to activate, and never get reached out to.
02
Support tickets pile up while a junior copy-pastes the same answer 20 times a day.
03
Expansion signals — heavy usage, multi-seat invites — sit in the data warehouse instead of in a rep's CRM.
04
Churn risk is detected at renewal, when it is already too late.
05
The product team ships features the team cannot tell you whether anyone uses.

What we ship

The systems that close the leak — built on top of your existing stack.

Three core systems carry most of the recovered revenue for saas & digital products. The Audit decides which ships first and how the rest sequence.

Core system

AI Operations Automation

Activation workflows, onboarding sequences, and trial-to-paid handoffs that fire on user behavior instead of waiting for a CSM to notice.

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Core system

AI Knowledge Bases

Internal AI assistant that answers from your docs, runbooks, and support history — so support tier-1 stops being copy-paste work.

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Core system

AI Finance & Reporting Dashboards

Live activation, expansion, and churn-risk dashboards — built off product events, not a CSM's gut feeling.

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After deployment

What changes in the first 30 days.

→
Activation rate visible per cohort, not per quarter.
→
Tier-1 support deflection without the chatbot tax — answers cite real docs.
→
Expansion signals reach the rep who owns the account within minutes.
→
Churn risk surfaces 30+ days before renewal, with a play attached.

Verticals we cover under SaaS & Digital Products

Vertical SaaS
B2B horizontal SaaS
Developer tools
Marketplaces
Digital products + courses

Don't see your vertical? The Audit covers it.

Frequently Asked Questions

Common questions from saas & digital products operators.

Map the leaks. Ship the system. Recover the revenue.

The AI Growth Audit maps where saas & digital products operators are losing time, money, and momentum — and tells you which AI system is worth building first. 30 minutes, no slide deck.

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No contracts · No public pricing · Audit determines scope