Convert
Web experimentation with a documented MCP workflow
49/100AI readiness
7/10Ease of use
Public entry advertised at $399/month; confirm traffic and billing term. 15-day trial.
Read the research ↗THE EXPERIMENTATION STACKChoose the tool.
provisional provisional provisional provisional provisional provisional
Choose the tool.
Know the trade-offs.
A/B testing software, mapped by AI readiness and implementation effort. Explore the evidence before you add another platform to your stack.
Scores reflect documented evidence. Provisional reviews may understate capabilities that still need verification. Review individual sources before comparing totals.
6 tools
The positioning map
Right means easier implementation. Up means greater documented AI readiness. Size shows price band 1–5. Green: compliance tier 3; slate: tier 2; amber: tier 1; gray: tier 0 or unverified—see the table for the distinction.
Engineering-gradeAgent-ready and approachableLegacy or limitedFast but manual
Convert1LaunchDarkly2Optimizely3PostHog4Statsig5Wingify (VWO)6Ease of use → 1–10AI readiness → score ÷ 10
Accessible score table
| Tool | AI /100 | Ease /10 | Price band | Compliance | Quadrant |
|---|---|---|---|---|---|
| Convert | 49 | 7 | 3 | Tier 3 | Fast but manual |
| LaunchDarkly | 60 | 4 | 1 | Not verified | Engineering-grade |
| Optimizely | 58 | 7 | 5 | Not verified | Agent-ready and approachable |
| PostHog | 82 | 4 | 1 | Tier 2 | Engineering-grade |
| Statsig | 57 | 4 | 1 | Not verified | Engineering-grade |
| Wingify (VWO) | 42 | 7 | 5 | Tier 3 | Fast but manual |
Explore the research
LaunchDarkly
Feature delivery with experimentation and agent controls
60/100AI readiness
4/10Ease of use
Developer plan: $0; experimentation allowance and other usage limits apply. Paid plans expand usage.
Read the research ↗Optimizely
Web and product experimentation with an official agent surface
58/100AI readiness
7/10Ease of use
Quote-based packaging; confirm experimentation and Opal entitlements.
Read the research ↗PostHog
Experimentation close to your product analytics
82/100AI readiness
4/10Ease of use
Usable monthly free tier; experiments billed through feature flags. Usage-based paid expansion.
Read the research ↗Statsig
Code-led experimentation with a usable free entry
57/100AI readiness
4/10Ease of use
Developer: free with 2M events/month. Pro advertised from $150/month; verify billable events.
Read the research ↗Wingify (VWO)
Visual experimentation with a broader optimization suite
42/100AI readiness
7/10Ease of use
Quote-based; scoped by product and traffic. Free trial.
Read the research ↗How we score
Five equally weighted components: agent control, MCP tooling, in-product AI, machine-readable surfaces and data portability. Price bands: 1 usable free tier; 2 under $100; 3 $100–500; 4 $500–2,000; 5 quote-only. Quadrants split at 5.5. Scores below 10 are plotted on the bottom boundary while the table retains the actual score.