What Are Reward-Driven Feature Flags?
Reward-driven feature flags are feature flags that optimize themselves. You ship two or more versions of a feature, tell Versia what success means (a click, a signup, a purchase), and the flag does the rest: it starts by showing every version equally, measures which versions drive that success, and automatically shifts traffic toward the winners. There is no fixed 50/50 split, no waiting for statistical significance, and no follow-up release to hardcode the winner.
The Problem with A/B Testing
A/B tests are the standard way to compare variants. But they have a big problem: they waste half your traffic on the losing variant while you wait weeks for a result.
With 10,000 users per week and a 50/50 split, that’s 5,000 users seeing the worse option. Every single week.
A Better Way
Reward-driven flags work differently:
- You define variants. Two or more versions of a feature (a CTA button, a pricing page, an onboarding flow).
- You define success. What does “working” mean? A click? A purchase? A signup? You send a reward event when it happens.
- Versia learns. It starts by showing all variants equally, then gradually shifts traffic toward the ones that drive the most success.
That’s it. No statistics degree required. No waiting weeks. Your flags get smarter with every user interaction.
What Makes This Different
| A/B Test | Reward-Driven Flags | |
|---|---|---|
| Traffic split | Fixed 50/50 | Adaptive, more traffic to winners |
| Time to results | Weeks | Starts learning immediately |
| Manual work | Set up, wait, analyze, decide | Set up, send rewards, done |
| Personalization | One winner for everyone | Can learn what works for different users |
How It Feels to Use
- Create a flag in the Versia dashboard
- Add your variants
- Enable reward-driven mode
- Integrate with any OpenFeature SDK (a few lines of code)
- Send a reward event when users convert
- Watch the dashboard. Traffic shifts toward winners automatically
No configuration, no tuning, no analysis. Just results.
When to Use Reward-Driven Flags
They’re great for anything where you have multiple options and a measurable outcome:
- CTA buttons: which text gets more clicks?
- Pricing pages: which layout drives more purchases?
- Onboarding flows: which sequence retains more users?
- Email subject lines: which one gets more opens?
Getting Started
Ready to try it? Check out our Getting Started guide. You’ll have your first reward-driven flag running in minutes.
Stop guessing. Start learning. Try Versia free.
Frequently asked questions
Do reward-driven feature flags replace A/B testing?
For most product experiments, yes. They answer the same question, which version performs better, but without a fixed split, a waiting period, or a manual rollout of the winner. If you need a formal statistical report for a one-off decision, a classic A/B test still has its place.
How much traffic do I need?
Reward-driven flags work best with moderate traffic, roughly 1,000 or more evaluations per week per flag. With very low traffic there is less to learn from, and a simple static flag may be all you need.
Do I need a data scientist to use them?
No. You define the versions and send a reward event when a user converts. Versia handles the analysis and traffic allocation automatically, and the dashboard shows you what it learned.