Test any AI tool in a private sandbox without risking your client data.
Freelancers distrust new AI tools due to fears of data privacy breaches and unreliable performance, hindering their adoption.
Freelancers upload anonymized sample data or use built-in dummies to test AI tools in isolated sessions. Outputs are generated securely without exposing real info, with automatic privacy scans. Get reliable performance benchmarks before committing to any tool.
Freelancers handling client projects who are evaluating or testing new AI tools
Fully isolated per-user sandboxes with zero data retention and client-data simulators tailored for freelance workflows.
supportive
Create isolated environments to test AI tools with dummy or anonymized data.
Automatically scrub sensitive info from inputs before sending to AI APIs.
Run standardized tests for speed, accuracy, and consistency across tools.
Analyze outputs for potential data leaks or hallucinations.
Store and compare past test results securely.
Pre-built connectors for 10+ popular AI APIs like OpenAI, Anthropic.
Generate industry-specific fake data for freelancers.
Download PDF summaries of tests for client pitches.
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| text | No | |
| niche | text | Yes |
| created_at | timestamp | No |
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| user_id | uuid | No |
| ai_tool | text | No |
| status | text | No |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| session_id | uuid | No |
| privacy_score | int | No |
| perf_metrics | text | Yes |
Relationships:
/api/sessionsCreate new sandbox session
/api/sessions/:idGet session details
/api/reports/:sessionIdGenerate privacy/performance report
/api/users/sessionsList user sessions
/api/ai-toolsList available AI tools
Limited reports
5 users
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 200 | 2% | $100 | $1,200 |
| Month 6 | 1,500 | 5% | $1,875 | $22,500 |
Freelancers: Evaluate AI performance in private sandboxes with dummy data and privacy checks.
Post in freelance subreddits like r/freelance and r/forhire offering free Pro access for feedback. DM 20 Upwork freelancers evaluating AI tools via LinkedIn. Share MVP on Indie Hackers with pain-point poll.
Prompt management
No privacy sandbox
Dedicated data isolation for freelancers
User-generated benchmarks create proprietary dataset for better privacy scoring.
AI tool explosion post-ChatGPT, freelancers overwhelmed but privacy scandals rising.
AI API rate limits
Caching and queuing
Low adoption due to distrust
Free tier + testimonials
Success: 80% confirm privacy fear
Success: 50 signups
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