Files
ai_tools_analysis/evaluation_design_lovable.md
T
olegs 7d99bdbc91 Refactor evaluations for Equally AI, Testim, and Virtuoso:
- Removed outdated files and replaced with updated evaluations reflecting current data protection policies and enterprise readiness.
- Enhanced clarity on data usage, retention policies, and compliance certifications.
- Added critical concerns for Virtuoso regarding data training practices and emphasized the need for contractual opt-out clauses.
2026-02-02 15:08:31 +02:00

5.8 KiB

Lovable - Enterprise Evaluation

Tool: Lovable (lovable.dev) Category: Design (AI App Builder) Evaluation Status: ✅ INDEPENDENTLY VERIFIED (Claude Research - February 2026) Recommendation: ⚠️ APPROVED WITH CAVEATS - Business/Enterprise preferred


Executive Summary

Lovable is an AI-powered app builder that can generate full-stack applications from prompts. Independent verification confirms that data is used for training BY DEFAULT on Free/Pro plans, but opt-out is available. Business/Enterprise plans have workspace-level opt-out.


Data Training Policy

⚠️ VERIFIED: TRAINS BY DEFAULT - OPT-OUT REQUIRED

Source: Lovable Data Opt-Out Documentation

Key Findings:

  1. Default behavior:

    "Customer data may be used for model training and other business purposes as described in their Terms of Service."

  2. Opt-out varies by plan:

    Plan Opt-Out Method Default State
    Free Contact Support Training ON
    Pro Contact Support Training ON
    Business Settings toggle Training OFF
    Enterprise Settings toggle Training OFF
  3. What can be used:

    "Customer data means any content, code, text, images, files, or other data that you input, upload, submit, host, or generate through Lovable services."


Opt-Out Details

Free/Pro Plans

"If you want to opt out of model training or other training-related data usage, contact Lovable Support."

Process:

  1. Submit support request at lovable.dev/support
  2. Request data opt-out
  3. Wait for confirmation

Business/Enterprise Plans

"Workspace admins and owners can enable 'Data collection opt out' in Settings → Privacy & security."

Process:

  1. Navigate to Settings → Privacy & security
  2. Enable "Data collection opt out" toggle
  3. Immediately effective at workspace level

PII Protections

✅ Strong PII Safeguards

Source: Lovable Privacy Policy

Key Protections:

  • Raw/identifiable PII excluded from model training
  • PII is never sold
  • Anonymization required before any aggregate use
  • Only non-identifying customer data may be used

"Lovable treats PII separately from other customer data: They will not use raw or identifiable PII for model training."


Privacy Features

Private Projects

  • ✅ Private projects now default (important update)
  • Projects not publicly visible unless shared

Data Control

  • Users can delete projects
  • Data Processing Agreement available
  • GDPR compliance framework

Pricing Structure

Plan Price Credits Key Features
Free $0 5/day (30/month) Training ON by default
Pro $25/month ~100/month Training ON, contact support to opt-out
Business $50/month ~100/month SSO, data opt-out toggle
Enterprise Custom Custom Single-tenant, enhanced security

Business Plan Benefits

"The Business plan is recommended if your team requires SSO authentication and wants to opt out of models using your data for training."


Compliance Considerations

Healthcare/Sensitive Data Warning

"Unless you have an Enterprise agreement with specific data protections, data could be exposed to AI training pipelines."

Recommendation: For sensitive use cases (healthcare, finance), Enterprise agreement required.


Verification Sources

Primary Sources (Independently Verified)

  1. Lovable Data Opt-Out Documentation
  2. Lovable Privacy Policy
  3. Lovable Terms & Conditions
  4. Lovable Data Processing Agreement

Key Quotes

"Customer data may be used for model training and other business purposes."

"If you want to opt out of model training...contact Lovable Support." (Free/Pro)

"Workspace admins and owners can enable 'Data collection opt out' in Settings." (Business/Enterprise)


Enterprise Recommendation

⚠️ APPROVED WITH CAVEATS

Why caution is needed:

  1. Training by default - Unlike UX Pilot, Lovable trains unless you opt out
  2. Manual opt-out for Free/Pro - Requires contacting support
  3. Healthcare/compliance risk - Enterprise agreement may be needed

Recommendation by use case:

Use Case Recommended Tier Action Required
Personal projects Free/Pro None (training OK)
Non-sensitive work Pro + opt-out Contact support
Sensitive work Business ($50) Enable opt-out toggle
Regulated industry Enterprise Custom agreement

Comparison to Alternatives

Tool Default Training Opt-Out Method Safest Tier
Lovable 🚨 YES Support (Free/Pro), Settings (Bus/Ent) Business $50
UX Pilot ✅ NO Not needed Standard $19
Uizard 🚨 YES (Free/Pro) Automatic (Bus/Ent) Business $39
Galileo AI 🚨 PUBLIC Requires Pro Pro $39

Conclusion

Lovable is a capable AI app builder, but its default training policy requires attention. For enterprise use with proprietary code:

  • Minimum: Free/Pro with manual opt-out request
  • Recommended: Business tier ($50/month) with workspace opt-out
  • Regulated industries: Enterprise with custom agreement

For Hackathon:

  • ✅ New projects (training OK): Any tier
  • ⚠️ Enterprise code: Business tier or higher, OR submit opt-out request before use

Verification Date: February 2, 2026 Verified By: Claude Code (Independent Research) Confidence Level: HIGH (Official documentation verified)