Wingify (VWO)
Visual experimentation with a broader optimization suite
42/100AI evidence score
7/10Ease of use
Quote-based; scoped by product and traffic. Free trial.
Read the research ↗THE EXPERIMENTATION STACKChoose the tool.
client side suiteWW client side suiteOO client side suiteCC analytics nativePP server sideSS feature flaggingLDLD
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.
Research preview · 18 September 2026. Scores are provisional evidence floors. Unverified capabilities earn no points yet; that does not mean they are absent. No tool is marked Recommended.
6 tools match
The positioning map
Right means easier to implement. Up means more documented AI readiness. Larger circles mean a higher entry-price band. Color: green = tier 3; slate = tier 2; gray = not verified. The table below carries the same information.
Engineering-gradeAgent-ready and approachableLegacy or limitedFast but manual1Wingify (VWO)2Optimizely3Convert4PostHog5Statsig6LaunchDarklyEase of use → 1–10AI readiness → score ÷ 10
View the accessible score table
| Tool | AI /100 | Ease /10 | Price band | Compliance | Quadrant |
|---|---|---|---|---|---|
| Wingify (VWO) | 42 | 7 | 5 | Tier 3 | Fast but manual |
| Optimizely | 58 | 7 | 5 | Not verified | Agent-ready and approachable |
| Convert | 49 | 7 | 3 | Tier 3 | Fast but manual |
| PostHog | 82 | 4 | 1 | Tier 2 | Engineering-grade |
| Statsig | 57 | 4 | 1 | Not verified | Engineering-grade |
| LaunchDarkly | 60 | 4 | 1 | Not verified | Engineering-grade |
Six starting points. Different strengths.
Optimizely
Web and product experimentation with an official agent surface
58/100AI evidence score
7/10Ease of use
Quote-based packaging; confirm experimentation and Opal entitlements.
Read the research ↗Convert
Web experimentation with a documented MCP workflow
49/100AI evidence score
7/10Ease of use
Public entry advertised at $399/month; confirm traffic and billing term. 15-day trial.
Read the research ↗PostHog
Experimentation close to your product analytics
82/100AI evidence score
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 evidence score
4/10Ease of use
Developer: free with 2M events/month. Pro advertised from $150/month; verify billable events.
Read the research ↗LaunchDarkly
Feature delivery with experimentation and agent controls
60/100AI evidence score
4/10Ease of use
Developer plan: $0; experimentation allowance and other usage limits apply. Paid plans expand usage.
Read the research ↗How the map works
Five components contribute up to 20 points each: agent control, MCP tooling, in-product AI, machine-readable surfaces and data portability. AI bands: 80–100 Agent-ready; 60–79 Agent-capable; 40–59 Partial; 20–39 Manual; 0–19 Closed. Quadrants split at 5.5 on both axes and describe positioning, not a recommendation.
Price bands: 1 usable free tier; 2 under $100/month; 3 $100–500; 4 $500–2,000; 5 quote-only. Compliance tiers reflect published evidence, not a compliance guarantee. Ease is an editorial interpretation of the documented setup path.
Provisional zeros mean evidence still needs checking. This can understate a vendor’s capabilities. Review the breakdown before comparing totals. Research needs a final vendor-docs, repository and MCP-registry cross-check before editorial approval.