ModelRefs / DeepSeek — Provider Intelligence Profile
DeepSeek — Provider Intelligence Profile
Decision-grade profile for DeepSeek: reliability, benchmark freshness, use-case strengths, model coverage, and implementation cautions.
Overview
DeepSeek publishes model artifacts alongside a hosted API for selected models, making the choice between hosted and self-managed deployment a central implementation decision rather than an afterthought, since API compatibility with other providers does not guarantee identical model behavior, output quality, or safety-filtering configuration across environments.
Use this page to compare DeepSeek's hosted API economics against self-managed deployment of the same release, and to review which reasoning and coding models are relevant to your workload, along with the licensing terms attached to each specific release, since terms can differ between the base model, its distilled variants, and future releases from the same research lab over time.
Provider fit here is a provisional decision-support signal, not a guarantee or final ranking. Hosted suitability for sensitive data is not established — review current provider documentation on data handling, geography, and licensing, and treat API-compatible endpoints as distinct from the underlying open model.
Official DeepSeek links
Quick facts
- Company Type
- Private company
- Founded
- 2023
- Headquarters
- Hangzhou, China
- Models Indexed
- 2
- Open / Open-Weight Availability
- Yes
- Access & Deployment
- Documented in provider reference below
- Source review
- 2026-06-27
About DeepSeek
DeepSeek publishes model artifacts and operates a hosted API for selected models. Implementation decisions should separate the hosted service from self-managed use of a particular released model and license.
Provider implementation reference
Reviewed source snapshot: 2026-06-27. 3 sources are listed with current scope and limitations.
What this provider is used for
- Language, reasoning, and coding experiments
- Hosted or self-managed model evaluation
Models and products
- DeepSeek hosted API models
- Release-specific model repositories
Deployment options
- DeepSeek-operated API
- Self-managed or third-party hosting for eligible releases
API and integration notes
- API compatibility does not guarantee identical behavior.
- Self-hosting requires runtime, hardware, and security decisions.
Data, privacy, and governance
- Review hosted data, legal, and geography terms for intended users.
- Verify model licenses and acceptable-use terms release by release.
Pricing and cost factors
- Hosted token usage
- Self-hosted accelerators, storage, networking, and operations
Implementation fit
- Teams comparing hosted and self-managed economics
- Controlled coding or reasoning evaluations
Limitations and coverage gaps
- Hosted suitability for sensitive data is not established.
- Open artifacts and hosted behavior are distinct surfaces.
Related implementation guides
Sources and freshness
Product availability, pricing, regions, quotas, and contractual controls change frequently and must be confirmed in the linked primary documentation before implementation.
- DeepSeek API documentation DeepSeek · accessed 2026-06-27
Primary API reference.
- DeepSeek API pricing DeepSeek · accessed 2026-06-27
Mutable hosted pricing reference.
- DeepSeek repositories DeepSeek · accessed 2026-06-27
Official release and license entry point.
Continue your research
Use these connected ModelRefs sections to compare alternatives, inspect implementation paths, and review the evidence and governance boundaries relevant to DeepSeek — Provider Intelligence Profile.