Solutions / Scale-ups
Scale your experimentation culture, not your headcount.
You've found product-market fit. Now you need every team shipping experiments — without building a platform team to make it happen. Confidence gives growing teams the infrastructure to experiment autonomously.
Scale-ups experimenting with Confidence
Growing pains hit experimentation first
At 50–500 people, experimentation breaks in predictable ways. The data scientist becomes a bottleneck. Engineers build one-off A/B test infrastructure that nobody else can use. Feature flags live in config files that only the original author understands. Product managers wait days for experiment results that should take seconds.
Confidence solves the coordination problem. Every team gets autonomy. Every experiment gets rigour. Nobody waits on anybody else.
Built for teams that are growing fast
Team autonomy without chaos
Each team owns their flags and experiments. RBAC keeps sensitive surfaces protected. Approval workflows bring code-review rigour to feature releases.
Self-serve experimentation
Product managers create variants and adjust targeting without filing engineering tickets. Typed flag schemas make it safe for non-engineers to ship changes.
Warehouse-native scales with you
Your data stays in BigQuery, Snowflake, Databricks, or Redshift. No vendor-side data storage that gets expensive as you grow. No migration later.
Statistical defaults that protect you
Guardrails, SRM checks, and always-valid sequential testing — on by default. As your experiment velocity increases, the platform catches regressions automatically.
Growth plan: $449/mo
750K credits, SAML SSO, AI-powered experiment reports, sticky assignments, 30-day free trial. Scales to your user base with credit-based pricing — no per-event billing.
No per-seat pricing
Add engineers, PMs, data scientists — everyone gets access. Pricing scales with experiment volume, not team size.
From one team experimenting to every team experimenting
01
Decouple shipping from releasing
Code goes to production continuously. Features go live when each team decides. No deploy coordination across squads. No all-hands release windows. Every team ships at their own pace.
02
Make experimentation a team sport
Engineers define flag schemas. Product managers create variants and set targeting rules. Data scientists review statistical results. Everyone works in the same platform — no handoffs, no waiting.
03
Grow without rearchitecting
Confidence is warehouse-native from the start. As your data volume grows, your warehouse handles it. No migration from a vendor-hosted solution when you hit scale. No surprise bills from event-based pricing.
Built for growing teams
- $449/mo
- Growth plan
- 750K
- Credits included
- Unlimited
- Seats
- 30 days
- Free trial
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