8.7 KiB
8.7 KiB
Lovable - Enterprise Compatibility Evaluation
Tool Overview
Name: Lovable (formerly GPT Engineer) Website: https://lovable.dev Category: AI-Powered No-Code App Builder Date Evaluated: 2026-02-02 Status: UPDATED
Privacy & Enterprise Use
Commercial/Enterprise Use Permission
Status: ✅ APPROVED FOR COMMERCIAL USE
Key Findings:
- No-code AI app builder designed for company use
- Free, Pro, Business, and Enterprise tiers available
- All tiers support commercial app development
- Private projects now default across all plans (important privacy update)
Model Training on User Data
Status: 🚨 USES DATA FOR TRAINING BY DEFAULT - OPT-OUT AVAILABLE
From Lovable's Documentation:
- Free/Pro Plans: Customer data CAN be used to fine-tune Lovable's AI unless you manually opt out
- Business/Enterprise Plans: Workspace-level switch to opt out of training data usage (enabled by default for Enterprise)
- Must contact support to opt out on Free/Pro plans
- Personally identifiable information (PII) never used directly - anonymized if aggregated
Key Findings:
- ⚠️ Default behavior: data CAN be used for training on Free/Pro
- ⚠️ Manual opt-out required (must contact support on lower tiers)
- ✅ Business/Enterprise: opt-out enabled by default
- Raw PII not used for training (anonymized only)
- Proprietary code and projects at risk on Free/Pro without opt-out
Enterprise Consideration:
- Free/Pro: Must request opt-out before using with proprietary code
- Business/Enterprise: Safer defaults, workspace controls
- Similar risk profile to Uizard (tiered data usage model)
- Opt-out must be explicitly enabled/requested
Data Retention Policies
Status: ⚠️ NOT PUBLICLY DETAILED
Key Findings:
- App artifacts stored in Lovable's cloud
- Private projects now default (previously some were public)
- Retention period not specified
- Likely retains data while workspace is active
- Deletion policies not transparent
Data Sharing Practices
Status: ⚠️ TIER-DEPENDENT
Third-Party Sharing:
- Cloud infrastructure providers (AWS/GCP likely)
- Underlying AI models (OpenAI, Anthropic, etc.)
- Code hosting/deployment services
- Without opt-out: anonymized data may be used internally for training
Infrastructure:
- Cloud-based SaaS platform
- Private projects by default (recent improvement)
- Workspace isolation for Business/Enterprise
- Single-tenant available for Enterprise
Privacy Update:
- ✅ Private projects now default across all plans
- Previously, some projects were public by default
- Important confidentiality improvement
IP & Confidentiality Concerns
Status: ✅ USER OWNS CODE (with training concerns on Free/Pro)
Intellectual Property:
- You retain rights to your app artifacts and generated code
- Private projects by default (major improvement)
- No IP claims by Lovable on your work
- Enterprise includes enhanced security options
Confidentiality:
- Free/Pro: Code may be used for training without opt-out (⚠️)
- Business/Enterprise: Better controls, opt-out by default
- Private projects help confidentiality
- Enterprise can include custom agreements/NDAs
Pricing & Plans
Pricing Model
Structure: Credit-based subscriptions
Free Tier
Availability: ✅ YES
Features Included:
- 5 daily AI credits
- Maximum 30 credits per month
- Private projects by default
- Basic app development features
- No-code interface
Limitations:
- ⚠️ Data may be used for training (must manually opt out)
- Very limited credits (5/day, 30/month)
- Must contact support to disable training usage
- Not suitable for proprietary work without opt-out
Paid Plans
Pro Plan - $25/month
Features:
- ~100 AI credits per month
- Private projects
- Enhanced features
- Priority generation
⚠️ Warning: Data may be used for training - must request opt-out
Business Plan - $50/month
Features:
- ~100 AI credits per month
- ✅ Workspace-level opt-out switch for training
- SSO support
- Team collaboration
- Better data controls
- Private projects
Enterprise Plan - Custom Pricing
Features:
- Custom credit allocations
- ✅ Opt-out enabled by default
- Enhanced security (single-tenant options)
- Custom agreements/SLAs
- Dedicated support
- On-premises options potentially available
- Advanced team management
Usage Limits
- Free: 5 credits/day, 30 credits/month
- Pro: ~100 credits/month
- Business: ~100 credits/month + team features
- Enterprise: Custom allocations
- Credits reset monthly
Enterprise Compatibility Assessment
Strengths ✅
- Private projects by default (recent improvement)
- User retains IP ownership of generated code
- Business/Enterprise tiers have opt-out controls
- No-code approach accessible to non-developers
- Rapid app prototyping capabilities
- Enterprise tier offers single-tenant deployment
- Workspace-level privacy controls on Business+
Concerns 🚨
- MAJOR: Free/Pro tiers use data for training by default
- Manual opt-out required on lower tiers (must contact support)
- Not opt-out by default on Free/Pro (violates best practices)
- Credit limits may be restrictive for heavy usage
- Data retention policies not transparent
- PII handling relies on anonymization (not zero collection)
Red Flags
- ⚠️ DO NOT USE FREE/PRO TIERS FOR PROPRIETARY APPS WITHOUT OPT-OUT
- Default behavior allows training on customer code
- Opt-out process requires manual support contact (not self-service on Free/Pro)
- Risk of proprietary code/logic entering training dataset
Recommendations
⚠️ APPROVED WITH SIGNIFICANT CAVEATS - BUSINESS/ENTERPRISE PREFERRED
For Enterprise Use:
- MINIMUM: Business tier with opt-out enabled
- PREFERRED: Enterprise tier (opt-out by default, enhanced security)
- CRITICAL: If using Free/Pro, MUST request opt-out before uploading code
- Verify opt-out confirmation in writing from support
- Ensure workspace-level switch is disabled for training
Best For:
- Rapid no-code app prototyping
- Hackathon MVPs and demos
- Teams without coding expertise
- Quick web app generation
- Internal tools and prototypes
Not Recommended For:
- Free/Pro usage with proprietary code (without confirmed opt-out)
- Highly sensitive IP without Enterprise tier
- Organizations requiring zero data usage for training (without manual verification)
- Production apps with sensitive business logic
Comparison to Alternatives:
- UX Pilot: Does NOT train by default (safer default policy)
- Uizard: Similar tiered model (training on Free/Pro)
- GitHub Copilot Business: No training on customer code (better default)
For Hack Days:
- ⚠️ CAN be used IF opt-out is requested and confirmed FIRST
- Business tier safer for team hackathons
- DO NOT use Free/Pro for proprietary hackathon projects without opt-out
- Consider time-boxed Business subscription for event
- Alternative: Use GitHub Copilot or Continue.dev for code generation with safer defaults
Sources & References
- ChatGPT Evaluation Report - Lovable Documentation analysis (C:\source\repos\ai_tools_evaluation\chatGPT_report.md)
- Lovable Website: https://lovable.dev
- Lovable Docs (referenced in ChatGPT report)
- Privacy Update: Private projects now default across plans
Notes
- Last Updated: 2026-02-02
- Evaluator: Claude Code based on ChatGPT findings
- Critical Finding: Lovable uses tiered opt-out model - Free/Pro require manual opt-out request
- Important Update: Private projects now default (previously some were public)
- Action Required: Request and confirm opt-out before using with proprietary code on Free/Pro
- Similar Profile: Comparable to Uizard's tiered privacy approach
⚠️ PROCUREMENT ALERT
This tool requires opt-out verification due to data training policy.
Before using Lovable:
- Determine if default training usage is acceptable
- If using Free/Pro: Contact support to request opt-out BEFORE uploading code
- Get written confirmation of opt-out from support
- Business tier minimum recommended (workspace-level opt-out switch)
- Enterprise tier preferred (opt-out by default + enhanced security)
- Verify opt-out setting is enabled in workspace settings
- Consider alternatives with safer defaults (UX Pilot, GitHub Copilot)
Recommended Tier: Business (minimum) or Enterprise (preferred)
Pre-Deployment Checklist:
- □ Opt-out requested and confirmed (if Free/Pro)
- □ Written confirmation received
- □ Workspace opt-out switch verified (Business/Enterprise)
- □ Team trained on private project settings
- □ Alternative tools evaluated (UX Pilot, Copilot)