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"Where knowledge begins"

Perplexity Sonar is a family of models for AI search, web-based answers, research, reasoning, and deep research. The API is particularly strong in current facts, citations, product comparisons, summaries, and research workflows.
Perplexity Sonar

LLM “Where knowledge begins”

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7.6/10 KIFOX Score – Good

Location: USA Perplexity AI, Inc., 115 Sansome St, Ste 900, San Francisco, CA 94104-3624, USA

Function Calling LLM API Research Language Model

Target audience
Perplexity Sonar is aimed at developers, media companies, analysts, SEO/GEO teams, consultants, knowledge workers, market researchers, and businesses that want to combine up-to-date web information with LLM responses and sources.

Outstanding features
Sonar’s key strength is the combination of web search, LLM responses, and source citations. The API is particularly interesting because Perplexity documents Zero Data Retention for the Sonar API and does not use customer data for model training.

Main use cases
Sonar is suitable for up-to-date research, news monitoring, market analysis, product comparisons, SEO/GEO research, source verification, competitive analysis, RAG extensions, and automated research reports.

Usage & notes
Sonar is ideal when timeliness and sources matter more than creative generation. For highly regulated EU applications, companies should still review the DPA, server region, enterprise retention, and role/permission concepts.

Target audienceAssessment
Private individualsConditionally – Perplexity as an app is user-friendly; Sonar as an API is more developer-oriented.
Self-employed / freelancersYes – suitable for research tools, up-to-date answers, source-based work, market analysis, and content research.
SMEsYes – especially for web search, RAG-adjacent research, up-to-date information queries, and internal tools.
Large enterprisesYes, with Enterprise/API review – Zero Data Retention for the Sonar API, enterprise security features, and SOC 2 Type II are positives.
Developers / teamsVery well suited – API for Sonar, Sonar Pro, Sonar Reasoning Pro, Deep Research, Search API, Embeddings, and OpenAI-like integration.
Privacy-sensitive organizationsConditional to good – the Sonar API is strong because of Zero Data Retention; the North America server location and the lack of a publicly reviewed DPA within the research scope still need to be checked.

Perplexity Sonar – Model overview

Model / APITypeBest suited for
sonarSearch ModelFast fact-based answers, up-to-date web search, simple summaries, product comparisons. (Perplexity)
sonar proSearch ModelMore complex web research, better synthesis, longer answers, professional research workflows. (Perplexity)
sonar reasoning proReasoning ModelMulti-step reasoning tasks, complex questions, structured analysis with web context. (Perplexity)
sonar deep researchResearch ModelDetailed reports, in-depth research, market analyses, topic dossiers. (Perplexity)
Search APISearch APIReal-time web search as a building block for RAG, apps, and internal tools. (Perplexity AI)
Agent APIAgent APIModel-agnostic agents with web search and URL fetching; also uses third-party models. (Perplexity AI)
Embeddings APIEmbedding APISemantic search, RAG, similarity search, knowledge bases. (Perplexity AI)

Hosting & Data

✅ = well covered ⚠️ = partial / indirect ❓ = not available / unclear
?

1) On-prem / local hosting
Meaning: The company operates the solution on its own hardware or within its own infrastructure. In the strictest sense, not only the application runs locally, but ideally the model as well.

2) Private cloud / data center
Meaning: The solution runs in a dedicated or more clearly separated cloud environment, often with a hosting provider or hyperscaler, but in a German data center or in a particularly controlled environment.

3) EU SaaS / managed
Meaning: The provider operates the solution itself as a service. The company uses the tool as a ready-made cloud service, ideally with EU data residency.

4) Hybrid
Meaning: One part of the processing remains internal / local / in a private cloud, while another part runs in an external cloud or EU SaaS.

5) AVV / DPA
Meaning: This is the data processing agreement or Data Processing Addendum. It governs that the provider processes personal data on behalf of the customer and is bound by the customer's instructions.

6) No training
Meaning: The provider does not use your prompts, uploads, attachments, chat histories, or outputs for training or improving the general model — ideally excluded by contract.

7) Open-source / transparency path
Meaning: There is a path toward greater technical transparency and sovereignty, for example through:
- open models
- documented components
- self-hostable parts
- traceable architecture
- export / switching options

✅ = well covered ⚠️ = partial / indirect ❓ = not available / unclear
On-prem / local hosting
Private cloud / data center
EU SaaS / Managed
Hybrid ⚠️
DPA / AVV ⚠️
No training on customer data
Open source / transparency path ⚠️

Overall assessment:
API/SaaS LLM search with a strong privacy promise for the Sonar API, but no on-prem or self-hosting. Perplexity Sonar is provided as an API for web-based answers, research, reasoning, and deep research. Hosting model: SaaS/API; according to the Perplexity FAQ, compute runs on Amazon Web Services in North America. On-prem, local hosting, or private cloud for Sonar are not confirmed as standard offerings in the official sources. Data processing: According to Perplexity, Zero Data Retention applies to the Sonar API; API prompts and responses are not stored and are not used for training. Only billing metadata is collected, without content data. Enterprise: Perplexity states that it does not use Enterprise customer data for training or fine-tuning; according to the Help Center, files uploaded in Enterprise are automatically deleted after seven days, while threads and organizational data remain unless deleted or removal is requested. Integrations/products: Sonar, Sonar Pro, Sonar Reasoning Pro, Sonar Deep Research, Search API, Embeddings, Agent API, and Enterprise features such as SSO, SCIM, audit logs, connector controls, and file retention settings.

Conclusion:
Very well suited for current, source-based LLM answers via API; for strictly regulated EU use, only deploy with contractual and transfer review due to North America hosting.

Privacy & Security

On-prem / local hosting
Private cloud / data center
EU SaaS / Managed
Hybrid ⚠️
DPA / AVV ⚠️
No training on customer data
Open source / transparency path ⚠️

Overall assessment:
API/SaaS LLM search with a strong privacy promise for the Sonar API, but no on-prem or self-hosting. Perplexity Sonar is provided as an API for web-based answers, research, reasoning, and deep research. Hosting model: SaaS/API; according to the Perplexity FAQ, compute runs on Amazon Web Services in North America. On-prem, local hosting, or private cloud for Sonar are not confirmed as standard offerings in the official sources. Data processing: According to Perplexity, Zero Data Retention applies to the Sonar API; API prompts and responses are not stored and are not used for training. Only billing metadata is collected, without content data. Enterprise: Perplexity states that it does not use Enterprise customer data for training or fine-tuning; according to the Help Center, files uploaded in Enterprise are automatically deleted after seven days, while threads and organizational data remain unless deleted or removal is requested. Integrations/products: Sonar, Sonar Pro, Sonar Reasoning Pro, Sonar Deep Research, Search API, Embeddings, Agent API, and Enterprise features such as SSO, SCIM, audit logs, connector controls, and file retention settings.

Conclusion:
Very well suited for current, source-based LLM answers via API; for strictly regulated EU use, only deploy with contractual and transfer review due to North America hosting.

Privacy & Security

Strengths & weaknesses at a glance

Strengths Weaknesses
• Very good for up-to-date research. • Not available as an on-prem model.
• Source-based answers. • No open-weight model.
• Sonar API with Zero Data Retention. • Server region/EU-only is not clearly documented publicly.
• No training on API customer data according to the official API documentation. • Consumer app privacy differs from the Sonar API.
• SOC 2 Type II and enterprise security documentation. • For highly confidential research, an enterprise contract and Trust Center review are necessary.

Data last updated: 6. May 2026

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