Data and AI for topline growth
+5% revenue growth
10× marketing output
Most enterprise AI programmes produce pilots, not revenue. Avaus partners with growth leaders who are ready to build AI into how their commercial function actually operates, with measurable P&L results within the first year.
- +5%
- incremental annual revenue at full automation level
- 10×
- marketing productivity once the operating model is live
- 15+ yrs
- building AI into commercial processes, since 2013
Realistic targets, achievable within one to two years.
In their words
15+ years. Hundreds of use cases. Measurable P&L impact.
A few of the people we've partnered with.
"Avaus helped our commercial teams treat AI as a way of working rather than a side project. Two quarters in, the rhythm was running on its own."
Anna LindqvistChief Marketing Officer, Nordic Industrial Group"They embedded with the team and shipped real use cases. The model now compounds, and our marketing output has grown meaningfully without growing headcount."
Marcus HolmVP Growth, Scandi Retail Co."The most useful thing Avaus did was build the operating model alongside the use cases. The capability genuinely stays with us."
Sofia ReinikainenHead of Commercial Operations, Helios B2B
Why now
The gap widens every quarter you wait.
Technology compounds exponentially. Organizations adapt incrementally. We compress the adoption curve from wherever you are today.
Start closing the gap →Adapted from Scott Brinker's "Martec's Law"
The compounding model
Same team. Multiples more output.
Learn: What are compounding curves?People stay flat. Automation compounds. With systematic increase of automation levels, your commercial team will be producing 3× the output and results, without 3× the headcount.
Book a 30-min intro →Our approach
We build the operating model and the use cases it produces.
Learn: What is an operating model?Use cases without an operating model tend to be one-off wins. An operating model without use cases is mostly theatre. We build both, on a blueprint refined across hundreds of enterprise engagements.
- TargetsExplicit statements of what to accomplish
- StrategiesKey choices that guide development
- StructuresHow teams, roles, and decisions are organized
- Use case implementationThe factory that turns ideas into P&L
- CapabilitiesData, algorithms, activation, change
- GovernancePrioritization and trade-offs at scale
- MeasurementTying outputs to commercial outcome
- Change managementAdoption inside the commercial org
How we deliver business results
We embed. We run four streams. The org builds capability that lasts.
Learn: What is a use case?We partner and embed inside your commercial organization, working across four parallel streams so new data and AI-driven ways of working actually take hold.
- 01
Use cases
Ship a live, growing portfolio of data and AI use cases across acquisition, cross-sell, retention, and churn, each one tied to P&L.
Explore the use case library → - 02
Capabilities
Build the data, algorithms, and AI infrastructure underneath the use cases so each one runs faster and cheaper than the last.
Map your current capability gaps → - 03
Operating model
Install the governance, prioritization, and ways of working that let the commercial org keep building without us.
See the blueprint → - 04
Change management
Embed new data and AI-driven ways of working into the day-to-day so adoption sticks long after we leave.
See some best practices →
Getting started
Pick your starting line.
Four ways in. One destination: a compounding portfolio. Pick the path that fits your org today, we'll meet you there.
Light planning, fast execution.
For teams that want momentum in weeks, not quarters.
- 1Month 1
Setup & 2–3 use cases scoped
AI trained on your context. First plays defined.
- 2Month 2
First use cases live
Campaigns and automations running. Results start landing.
- 3Month 3
Iterate & decide
Tune on early data. Choose scope and pace from here.
- ∞Ongoing
Compounding portfolio
More use cases, more automation, growing P&L impact.
Compounding portfolio from Month 4.
Investment logic
Start small. Scale fast.
Starting small is fine: most clients do. The more ambition you bring, the faster we transform and automate. Pick the team size that matches the pace you want.
- S
Focused start
~2 FTE embedded teamMethodology and expert oversight to unlock what your team already has.
- M
Accelerated growth
Most common~4 FTE embedded teamHands-on capability across data, algorithms, and activation.
- L
Full transformation
~8 FTE embedded teamAggressive timelines, multiple markets, complex scope.

The hardest thing in commercial AI isn't the technology. It's consistency. 2% better every month compounds to 2x in three years. Simple math, but surprisingly rare in practice!
DESIGN PRINCIPLES BEHIND AVAUS METHODOLOGY
Learn
Short reads. Sharp ideas.
- Framework
What is a use case?
How we define, prioritize, and scope a use case so it ties to measurable P&L impact.
Article · 6 min read - Operating model
What is an operating model?
The roles, rituals, and decision rights that make data and AI part of how the business runs.
Article · 5 min read - Economics
What are compounding curves?
Why value from data and AI compounds non-linearly, and how to plan for it.
Article · 8 min read - Method
What is AvausOS?
The living layer of methodology, playbooks, and agents that gets sharper with every engagement.
Article · 5 min read
How we deliver
Delivered by AvausOS.
Learn: What is AvausOS?Senior, cross-competence teams: strategy to operations, data to algorithms to action, embedded alongside yours and supercharged by AvausOS, our internal delivery system. We tie our fees to your topline growth and productivity, so the upside is mutual.
Senior industry experts
Embedded teams of senior experts with deep B2B and B2C competence across strategy, technology, data, AI and marketing and sales excellence
Cross-competence by design
Strategy to operations, data to algorithms to action: one team across every layer, so insight tends to turn into shipped use cases without hand-offs.
Supercharged by AvausOS
A living layer of methodology, playbooks, and AI agents that gets sharper with every engagement, so every client runs on our latest thinking by default.
Skin in the game
We tie a meaningful share of our fees to your topline growth or productivity gains. When you win, we win, and that alignment shapes every decision we make.
Let's talk
Ready to bridge AI investment and revenue?
Book a 30-minute intro with our partnerships team. We'll listen, share where we see the biggest opportunities, and tell you honestly whether we're the right fit.
