Signals scattered across tools
Usage, billing, CRM, and support data each tell part of the story. Nobody sees the whole picture in time to act on it.
AI Growth Engine for SaaS
Turn product data into compounding growth.
Boxfish Operations designs and runs AI-powered growth systems that find your best opportunities, automate the follow-through, and keep improving every month.
- Built for B2B and PLG SaaS
- Working systems, not slide decks
- You own what we build
Activation
Expansion
Retention
The gap
Your product already knows what to do next.
The data to grow faster is sitting in your product, CRM, and billing tools. What is missing is a system that reads it, decides, and acts without waiting on someone's calendar.
Handoffs that depend on people
Great follow-up happens when someone remembers. The rest of the time, qualified accounts and at-risk customers slip through.
Reports that stop at the chart
Dashboards explain what happened last month. They rarely trigger what should happen next.
The engine
One system that finds, decides, and acts.
The AI Growth Engine connects the data you already collect to the actions that move revenue, then measures every step so it gets sharper over time.
STEP 01
Find the signal
We connect product usage, CRM, billing, and support data to surface the moments that predict activation, churn, and expansion.
- Unified account and user view
- Behavioral scoring models
- Ranked growth opportunities
STEP 02
Build the system
AI agents and workflows turn each signal into the right action, from onboarding nudges to sales handoffs, with people in the loop where it matters.
- Automated lifecycle workflows
- AI-assisted outreach and routing
- Human review and guardrails
STEP 03
Scale what works
Every workflow reports its own results. We double down on winners, retire the rest, and keep the engine improving every month.
- Workflow-level attribution
- Continuous experiments
- Clear ownership and handover
Use cases
Put the engine to work across your funnel.
Start with the play that hurts most, then add the next. Each workflow plugs into the same data layer, so every new use case is faster to launch than the last.
Activation
Guide new accounts to their first moment of value with timely, personalized nudges based on what they have and have not done.
Retention
Spot declining usage early and trigger the right save play before a renewal conversation turns into a cancellation.
Expansion
Detect seat limits, feature adoption, and buying intent so upgrades and cross-sells reach the right contact at the right time.
Lead routing
Score inbound demand, enrich it automatically, and send high-intent leads to the right owner within minutes.
Lifecycle messaging
Coordinate email, in-app, and sales outreach from one logic layer so customers get one helpful conversation, not five.
Reporting and attribution
See which workflows create pipeline, protect revenue, and earn their keep, all in one view your team trusts.
Process
From first audit to a system you run yourself.
A clear four-step engagement with working results at every stage, and a handover that leaves your team in control.
- STEP 1
Audit
We review your funnel, data, and tooling to find the three or four plays with the highest return.
- STEP 2
Design
We map the signals, decisions, and actions for each play, and agree on the metrics that define success.
- STEP 3
Build
We ship working workflows and agents inside your existing stack, starting with the quickest wins.
- STEP 4
Optimize
We measure, test, and refine every month, then hand your team the playbook to run it.
What you get
Real systems, delivered and documented.
You are not buying a deck. Every engagement ends with live workflows in your stack, the reporting to prove they work, and the knowledge to keep them running.
- A prioritized map of growth opportunities across your funnel
- Connected data layer joining product, CRM, billing, and support signals
- AI-powered workflows live in your existing tools
- Scoring and routing logic your team can read and adjust
- Workflow-level reporting tied to pipeline and retained revenue
- Documentation and training so your team owns the system
Who it is for
Built for teams that want growth to run on its own.
If one of these sounds familiar, the engine will likely pay for itself quickly.
Founders and CEOs
You have traction and product data but no dedicated growth team. You want a system, not another hire to manage.
Growth and RevOps leaders
Your team is stretched across manual follow-ups and reporting. You want automation that your people can trust.
Product-led teams
Usage data is rich but underused. You want it to drive onboarding, upgrades, and renewals automatically.
FAQ
Questions, answered.
Not seeing yours? Book a consultation and we will walk through it together.
What is the AI Growth Engine?
It is a set of connected workflows and AI agents that watch your product and customer data, decide what should happen next, and take action across your tools. We design, build, and tune it with you.
Who is it built for?
B2B and product-led SaaS companies with real customers and usable data, typically from seed stage through growth stage, that want to improve activation, retention, and expansion.
Which tools do you work with?
We work inside your existing stack: product analytics, CRM, billing, support, and messaging platforms. There is no rip and replace.
How quickly will we see results?
Most teams have a first workflow live within the first few weeks. Impact depends on your funnel and data quality, and we agree on measurable targets before we build.
Do we need a data team to get started?
No. We handle the data connections and modeling, and document everything so your team can maintain it.
What happens on the consultation?
It is a short conversation about your goals, stack, and biggest bottlenecks. You leave with a clear view of where AI can help most, whether or not we work together.
Book a consultation
Let us map your first growth play.
Pick a time that suits you. In 30 minutes we will look at your funnel, your stack, and where AI can create the fastest lift.
Schedule your consultation
30 minute video call
Choose a time that works for you
Pick an open slot on our Google Calendar. You will get an invite and video link right away.
Book a consultation