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Open Source vs Commercial AI Models

Break down the trade-offs in cost, quality, control, and deployment complexity.

Alex Chen

Alex Chen

Founder & CEO

January 4, 20268 min read
Open Source vs Commercial AI Models

Open Source vs Commercial AI Models

Should you use open source models or commercial APIs?

Comparison

| Factor | Commercial | Open Source |
|--------|------------|-------------|
| Initial Cost | Pay per use | Free weights |
| Infrastructure | None | Significant |
| Quality | Highest | Very good |
| Control | Limited | Full |
| Scaling | Automatic | Manual |

Cost Analysis

Commercial

1K images: $30, 100K images: $3,000

Self-Hosted

1K images: ~$100 (including infra), 100K: ~$2,000

Note: Requires engineering time.

When Commercial

  • Quick time to market
  • Variable demand
  • Small team
  • Compliance needs
  • When Open Source

  • Data privacy
  • High volume
  • Customization
  • Offline use
  • Hybrid Approach

    Many successful companies use both—commercial for speed, self-hosted for volume.

    Recommendation

    Start commercial to ship fast and learn. Evaluate open source when you have consistent high volume and engineering capacity.

    #open-source#comparison#architecture

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