Home / Services / Growth & experimentation

Build a growth engine that learns as fast as you ship

Most growth teams have analytics tools and ad hoc experiments—but not an engineering framework that turns hypotheses into safe, measurable launches. Without reliable instrumentation and experimentation infrastructure, product and marketing debate opinions instead of evidence.

What we cover

Experimentation platform Product analytics Activation & onboarding Acquisition loops Feature flags Growth KPIs

Define the growth system and a practical roadmap

Before new tooling, we align product, marketing, and engineering on the metrics, experiment standards, and operating cadence that will actually change decisions.

  • Growth system assessment and a sequenced roadmap
  • Metric definitions for acquisition, activation, monetization, and expansion
  • Interim growth leadership while you hire a permanent owner

Stand up experimentation that product teams actually use

Experiments fail when assignment, exposure, and metrics are inconsistent. We build the platform and guardrails so teams can test pricing, packaging, onboarding, and UX with statistical rigor.

  • A/B and multivariate testing integrated with your release process
  • Metric definitions aligned to acquisition, activation, monetization, and expansion
  • Self-serve workflows for PMs with engineering review where it matters

Instrument the product for decision-grade analytics

Dashboards are not a strategy. We implement event collection, identity resolution, and warehouse models so growth and product share one narrative about user behavior.

  • Event taxonomy, SDK patterns, and data quality monitoring
  • Pipelines into Snowflake, BigQuery, or your analytics stack
  • Product intelligence for 40+ product groups—not just top-line funnels

Engineer activation, conversion, and expansion loops

Growth is code: trials, paywalls, upgrade paths, and in-product prompts must be reliable and measurable. We build and iterate the systems behind those loops.

  • Self-serve trial and upgrade flows tied to billing and entitlements
  • Lifecycle messaging triggers with clear success metrics
  • Cross-functional launch playbooks with experiment design built in

Embed growth discipline without slowing delivery

We partner with product and marketing on roadmap prioritization, experiment review rituals, and learning agendas—so velocity increases with confidence, not chaos.

  • Weekly experiment review and metric accountability
  • Training for PMs and engineers on growth experimentation practice
  • Handoff materials when you hire a permanent growth engineering lead

Typical outcomes

What clients hire us to deliver

  • Company-wide experimentation platform replacing brittle in-house tooling
  • Unified growth metrics across product surfaces and revenue events
  • Faster trial-to-paid and expansion motions with measurable lift
  • Interim growth engineering org while building internal hiring pipeline

Works alongside revenue engineering

Growth and monetization share entitlements, billing events, and packaging. Many clients engage us for both solution areas so experiments connect cleanly to revenue outcomes—not orphan click tracking.

Monetization stack & quote-to-cash →

Modernize your growth and experimentation stack

Tell us your north-star metrics, current tooling, and where learning breaks down today. We will propose a roadmap and an extension of your team to build it.

Get in touch