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Market68
Trust0
Trend72
Votes98%
1,900
Watch
4,200
Votes
360.0k
Views
Market90
Trust0
Trend82
Votes97%
7,100
Watch
14,200
Votes
1900.0k
Views
Market76
Trust0
Trend85
Votes98%
2,900
Watch
6,200
Votes
540.0k
Views
Market69
Trust0
Trend69
Votes50%
0
Watch
0
Votes
0
Views
Side-by-Side Comparison
| Feature | NotebookLM | GitHub Copilot | OpenAI Codex CLI | Lovable |
|---|---|---|---|---|
| Verification | Reviewed | Reviewed | Reviewed | Reviewed |
| Pricing | freemium | paid | usage based | freemium |
| Deployment | web app | browser extension | api | web app |
| Review Level | Reviewed | Reviewed | Reviewed | Reviewed |
| Ownership | unclaimed | unclaimed | unclaimed | unclaimed |
| Market Score | 68 | 90 | 76 | 69 |
| Trust Score | 0 | 0 | 0 | 0 |
| Trend Score | 72 | 82 | 85 | 69 |
| Watchers | 1,900 | 7,100 | 2,900 | 0 |
| Page Views | 360000 | 1900000 | 540000 | 0 |
| Upvotes | 4,200 | 14,200 | 6,200 | 0 |
| Country | US | US | US | SE |
| Founded | — | — | — | — |
| Agent Type | assistant | copilot | agent | agent |
| Model Stack | gemini-3-pro gemini-3-flash | gpt-5 claude-4-5-sonnet gemini-3-pro | gpt-5 gpt-5-codex o3 | claude-sonnet-4.6 |
| Docs | ||||
| Open Source | ||||
| Demo | ||||
| Website | notebooklm.google.com | github.com | openai.com | lovable.dev |
Score Factor Breakdown
| Factor (weight) | NotebookLM | GitHub Copilot | OpenAI Codex CLI | Lovable |
|---|---|---|---|---|
| Trust Score (25%) | 0% | 0% | 0% | 0% |
| Watchers (20%) | 100% | 100% | 100% | 0% |
| Net Votes (20%) | 100% | 100% | 100% | 0% |
| Page Views (15%) | 100% | 100% | 100% | 0% |
| Verification (10%) | 13% | 25% | 13% | 13% |
| Completeness (10%) | 55% | 55% | 80% | 55% |