AI Tool Compare

Head-to-head

LaunchDarkly vs Statsig: which one in 2026?

LaunchDarkly is a feature management platform from Catamorphic, Co. that has expanded into experimentation, observability and AI agent controls, and Statsig is an experimentation and product analytics platform with feature flags. The main difference is how each one is metered and which side leads.

Verdict

LaunchDarkly sits first because release control is its core, the free tier is workable and its certifications are on the page. Statsig is the better pick when experimentation and analytics drive the decision, and its free plan is more generous on events. Before choosing Statsig, resolve the ownership question: its footer and terms name different entities, and its security page was unavailable when checked. The headline prices are not directly comparable, since one bills per service connection and the other by events, so model your own traffic first.

LaunchDarkly and Statsig side by side

LaunchDarklyStatsig
Price entryFree Developer plan, Foundation priced per unitFree Developer tier, Pro at $150 per month
What each leads withFeature flags, progressive rollouts and automated rollbacks first, then experimentation, observability and AgentControl for AI agents.Experimentation and product analytics first, with feature management, session replay and warehouse-native deployment around them.
Free plan limitsDeveloper plan: unlimited seats and flags, but 5 service connections, 1K client-side MAU, 1 project, 3 environments and 14-day retention.Developer plan: unlimited seats and flag checks, 2M events per month, 50,000 session replays and 1 year of analytics retention.
First paid stepFoundation has no base fee: usage billing at $10 per service connection yearly ($12 monthly) after 5 free connections.Pro at $150 per month, with 5M events included, then $0.05 per 1K events. One project per subscription.
Enterprise termsCustom pricing. Adds SCIM, SSO/SAML, audit logging, custom roles and named customer success manager; quotas set in the contract.Custom pricing. Adds warehouse-native deployment, SSO/RBAC, priority support and HIPAA eligibility, which requires a BAA.
AI featuresAgentControl runs online and offline evals with custom judges, LLM traces and a playground for agent configs.The pages opened describe experimentation and analytics products; no dedicated AI agent control feature was found on them.
Data handling evidencePrivacy policy does not cover processor data and does not state AI training. Product page lists SOC 2 Type II, ISO 27001 and FedRAMP Moderate.Terms say Statsig may process customer data to improve the services. Footer shows SOC2 Type 2; the security page returned 404.
Who the vendor isPrivacy policy names Catamorphic, Co. dba LaunchDarkly. Headquarters country is not stated on the pages opened.Footer says Statsig, LLC, but the terms name Amplitude, Inc. as the contracting party. The privacy URL redirects to Amplitude.
SDK coverage25+ native SDKs spanning frontend, backend, mobile and AI, with 80+ integrations such as GitHub, Datadog and Sentry.Listed SDKs include React, Next.js, Python, Go, Java/Kotlin, .NET, Swift, Unity, Rust, C++ and several more.

Where each one wins

LaunchDarkly wins on

  • Usage pricing with no base fee lets small teams start on Foundation cheaply.
  • AgentControl adds evals and traces for teams shipping AI agents.
  • Certifications (SOC 2 Type II, ISO 27001, FedRAMP Moderate) are listed on the product page.

Statsig wins on

  • A free plan with 2M events, session replays and a year of analytics retention.
  • Warehouse-native experimentation runs inside your own data warehouse instead of exporting data.
  • Product analytics and advanced statistics sit in the same product as flags.

Which to pick

Pick LaunchDarkly if

Your main need is controlled releases, rollbacks and approvals, or you run AI agents and want evals attached to flags, and you prefer usage billing without a base fee.

Pick Statsig if

You run many experiments, want analytics and session replay beside flags, or need to keep experiment data in your own warehouse.

Each tool in context: LaunchDarkly, Statsig, and the full Best AI Feature Flag Software in 2026.

Frequently asked questions

Does LaunchDarkly have a free plan with unlimited flags?

Yes. The Developer plan costs $0 with no credit card, unlimited seats and unlimited flags. It is capped at 5 service connections, 1K client-side MAU, 1 project, 3 environments and 14 days of data retention, and ingestion stops at the 5K AI run limit.

How does Statsig charge once I outgrow the free plan?

Pro costs $150 per month and includes 5M events, then $0.05 per 1K events. It also raises session replays to 100,000 per month and makes analytics retention unlimited. Each Pro subscription covers one project, which matters for teams with several products.

Is Statsig now part of Amplitude?

The pages opened do not settle it. Statsig's terms name Amplitude, Inc. as the party called Statsig, its privacy URL redirects to Amplitude, yet the footer says Statsig, LLC. We could not confirm the current corporate entity, so verify it before signing.

Which one supports evaluating LLM and AI agent behavior?

LaunchDarkly lists AgentControl with online and offline evals, custom judges, LLM traces and agent observability, and the Developer plan includes 5K AI runs. The Statsig pages we opened did not describe an equivalent agent control feature, so confirm directly if that is a requirement.