May 2025, archived
Model Marketplace (May 2025)
Fine-tuned and base models with pre-cleared licensing (legal, medical, supply chain, code) self-hostable or hosted, audited provenance.
A model marketplace lists base models and fine-tunes with pre-cleared licensing and audited training-data provenance. Buyers shop for vertical-specific fine-tunes (legal, medical, supply chain, code) without the multi-quarter project of training from scratch and without the licensing-due-diligence cycle that historically gated open-weight adoption.
The Swfte model marketplace covers frontier-class hosted models, open-weight self-hostable models, and vertical fine-tunes across legal, healthcare, finance, code, and supply chain. Every listing publishes its eval scorecard, training-data provenance, and licensing terms.
Why buy from a model marketplace
- Vertical fine-tunes that beat frontier models on your domain at a fraction of the cost.
- Pre-cleared licensing: no surprise GPL contamination, no missing rights-of-publicity.
- Self-host or hosted: same listing, choose your deployment.
- Audited training-data provenance with published eval scorecards.
- Composable with workflow marketplace pipelines (model swap is a config change).
Sample listings
Six representative AI models from the catalogue. Pricing as of 2026-08-08.
| Listing | Category | Description | Unit price |
|---|---|---|---|
| Legal-tuned Claude variant | Legal | US contracts corpus, audited | $0.012 / 1K tokens |
| Medical-tuned Llama variant | Healthcare | PubMed + clinical notes, HIPAA-clean | $0.008 / 1K tokens |
| Code-tuned DeepSeek variant | Code | 12-language corpus, MIT-cleared | $0.004 / 1K tokens |
| Supply chain-tuned Qwen | Supply Chain | SKU + logistics terminology | $0.006 / 1K tokens |
| Frontier hosted model | Frontier | Latest frontier with SOC2 + EU residency | $0.025 / 1K tokens |
| Open-weight self-host bundle | Open Weights | Permissive licence, audited weights | Compute only |
FAQ
What is a model marketplace?
A catalogue of base models and vertical fine-tunes with pre-cleared licensing and audited training-data provenance. Buyers can host the model themselves or call it via the marketplace endpoint, with a single licensing contract either way.
Why use a vertical fine-tune instead of a frontier model?
Vertical fine-tunes beat frontier models on their domain at 3-10x lower cost-per-token. The trade-off is narrower competence. They do their domain extremely well and generic tasks adequately. Compose: vertical model for the hot path, frontier model as a fallback router.
How is licensing handled?
Every listing publishes its training-data provenance and the resulting licensing terms (commercial use, redistribution, derivative works). The marketplace flags any constraints up front so legal review happens once at procurement, not per project.
Can I self-host a marketplace model?
Many listings ship as both hosted endpoints and downloadable weights for self-hosting on your own infra. The marketplace handles the licensing pre-clearance for both deployment modes.
Related marketplaces
AI Workflow Marketplace
Pre-built end-to-end AI pipelines (invoice OCR, ticket triage, contract review, lead enrichment) that install in minutes and bill per document.
AI Marketplace
The umbrella catalogue for AI workflows, agents, MCP servers, avatars, voices, and models: install in minutes, pay per unit of work.
MCP Marketplace
Single-purpose MCP tool servers (Slack, Postgres, Stripe, Linear, Salesforce) that any agent can call. Install in minutes, pay per call.
Further reading
- The AI Workflow Marketplace: Why Buying Beats Building in 2026
- Buy vs Build in the Age of AI Coding Assistants
- The $50B AI Agent Marketplace Economy
- Swfte Marketplace product page
Listings, pricing, and benchmarks updated 2026-08-08. Verticals indexed: AI Marketplace, AI Workflow Marketplace, MCP Marketplace, Avatar Marketplace, Voice Marketplace, Model Marketplace.