AILANG · sketch
§1 · AI-readiness
The radar shows AILANG-readiness across three commercial concerns. High means weaviate.io is already strong there; low means AILANG could meaningfully help.
§2 · what an AI sees on weaviate.io
Weaviate offers a vector database and tools for building and scaling AI applications, including Weaviate Agents and RAG solutions. It provides flexible cloud deployment options (shared, dedicated, BYOC) with a strong focus on data security, compliance, and availability through features like end-to-end encryption, role-based access controls, and active monitoring.
Structural extraction — the same content an AI agent would consume from this page.
3 sections — page skeleton
12 headings
4 images
9 list items
7 links
# Security | Weaviate [Image] [Image] [Skip to main content](#__docusaurus_skipToContent_fallback) [Introducing Weaviate Agent Skills – Read our Blog](/blog/weaviate-agent-skills) [Image: Weaviate] [Image: Weaviate] [(link)](/) [Product](#) - Overview [Vector Database](/platform) [Embeddings](/product/embeddings) [Integrations](/product/integrations) [All Products](/product) [Previews](/product-previews) Weaviate Agents [Query Agent](/product/query-agent) [Transformation Agent](/product/transformation-agent) [Personalization Agent](/product/personalization-agent) Deployment [Shared Cloud](/deployment/shared) [Dedicated Cloud](/deployment/dedicated) [Enablement](/deployment/enablement) Overview [Vector Database](/platform) [Embeddings](/product/embeddings) [Integrations](/product/integrations) [All Products](/product) [Previews](/product-previews) Weaviate Agents [Query Agent](/product/query-agent) [Transformation Agent](/product/transformation-agent) [Personalization Agent](/product/personalization-agent) Deployment [Shared Cloud](/deployment/shared) [Dedicated Cloud](/deployment/dedicated) [Enablement](/deployment/enablement) - Overview - [Vector Database](/platform) - [Embeddings](/product/embeddings) - [Integrations](/product/integrations) - [All Products](/product) - [Previews](/product-previews) - Weaviate Agents - [Query Agent](/product/query-agent) - [Transformation Agent](/product/transformation-agent) - [Personalization Agent](/product/personalization-agent) - Deployment - [Shared Cloud](/deployment/shared) - [Dedicated Cloud](/deployment/dedicated) - [Enablement](/deployment/enablement) - Overview - [Vector Database](/platform) - [Embeddings](/product/embeddings) - [Integrations](/product/integrations) - [All Products](/product) - [Previews](/product-previews) - Weaviate Agents - [Query Agent](/product/query-agent) - [Transformation Agent](/product/transformation-agent) - [Personalization Agent](/product/personalization-agent) - Deployment - [Shared Cloud](/deployment/shared) - [Dedicated Cloud](/deployment/dedicated) - [Enablement](/deployment/enablement) [Solutions](#) - Use Cases [RAG](/rag) [Hybrid Search](/hybrid-search) [Agentic AI](/agentic-ai) [Cost-Performance Optimization](/cost-performance-optimization) Examples [Case Studies](/case-studies) [Demos](/community/demos) Use Cases [RAG](/rag) [Hybrid Search](/hybrid-search) [Agentic AI](/agentic-ai) [Infrastructure Optimization](/deployment/dedicated) Examples [Case Studies](/case-studies) [Demos](/community/demos) - 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[Podcasts](/podcast) - Engage - [Events & Webinars](/community/events) - [Weaviate Hero Program](/community) - [Forum](https://forum.weaviate.io/) [Company](#) - Partners [Overview](/partners) [AWS](/partners/aws) [Google](/partners/gcp) [Snowflake](/partners/snowflake) [Databricks](/partners/databricks) About [Company](/company/about-us) [Careers](/company/careers) [Remote](/company/remote) [Playbook](/company/playbook) [Investors](/company/investors) [Contact Us](/contact) About [Company](/company/about-us) [Careers](/company/careers) [Remote](/company/remote) [Playbook](/company/playbook) [Investors](/company/investors) [Contact Us](/contact) Partners [Overview](/partners) [AWS](/partners/aws) [Google](/partners/gcp) [Snowflake](/partners/snowflake) [Databricks](/partners/databricks) - Partners - [Overview](/partners) - [AWS](/partners/aws) - [Google](/partners/gcp) - [Snowflake](/partners/snowflake) - [Databricks](/partners/databricks) - About - [Company](/company/about-us) - [Careers](/company/careers) - [Remote](/company/remote) - [Playbook](/company/playbook) - [Investors](/company/investors) - [Contact Us](/contact) - About - [Company](/company/about-us) - [Careers](/company/careers) - [Remote](/company/remote) - [Playbook](/company/playbook) - [Investors](/company/investors) - [Contact Us](/contact) - Partners - [Overview](/partners) - [AWS](/partners/aws) - [Google](/partners/gcp) - [Snowflake](/partners/snowflake) - [Databricks](/partners/databricks) [Pricing](/pricing) [GitHub](https://github.com/weaviate/weaviate) [Login](/go/console) [Try Now](/go/console) [Contact](/contact) *Header:* # Trust, security, and privacy come first Weaviate Cloud was built to help developers scale AI applications with ease and confidence. [Start Free](/go/console) [Contact Sales](/pricing#contact-sales) ## We’re with you on your security and compliance journey Weaviate is built on an extensible framework with flexible deployment options that can adapt to the needs of your business as they evolve. We’re committed to offering the capabilities our enterprise customers need to meet security and compliance requirements. Access our trust portal to review our compliance documentation and white papers describing our practices to keep your data safe [ here.](https://trust.weaviate.io) ## We keep your data safe (and available) Weaviate Cloud was built to offload the burden of managing a vector database and give development teams peace of mind. Whether you’re running Weaviate as a Serverless, Weaviate Enterprise Cloud, or Bring Your Own Cloud solution– our top priority is keeping your data safe and available. Read more about our SLAs[here](/service). You can also read our Security Checklist for Self-Managed Weaviate Deployments[here](/img/site/Security-Checklist.pdf). ### Secure Deployment Run in a dedicated tenant or in your own VPC. ### End-to-end Encryption Data is fully encrypted in transit and at rest. ### Role Based Access Controls Granular access controls and permissions. ### Native Multi Tenancy Fully isolate data with advanced tenant management. ### Automated Backups Configurable backups, automated daily. ### Active Monitoring Proactive monitoring. On standby 24/7 for incident support. ### Multi Availability Zones High availability and resilience across 3 zones. ### Compliant with Standards Stay compliant with SOC 2, HIPAA, data privacy, and explainability. ### “We're building AI-powered research and intelligence tools for the highly-regulated pharma industry. Weaviate has been integral to ensuring we fetch relevant information.” Vamsidhar Reddy, Cedience [Start Free](/go/console) *Footer:* Product - [Vector Database](/platform) - [Products](/product) - [Pricing](/pricing) - [Weaviate Cloud](https://console.weaviate.cloud/) - Deployment - [Shared Cloud](/deployment/shared) - [Dedicated Cloud](/deployment/dedicated) - [Enablement](/deployment/enablement) - Trust - [Security](/security) - [Terms & Policies](/service) - [Report a Vulnerability](/security-report) - Cookie Settings Use Cases - [RAG](/rag) - [Hybrid Search](/hybrid-search) - [Agentic AI](/agentic-ai) - [Cost Performance Optimization](/cost-performance-optimization) - Examples - [Demos](/community/demos) Learn - [Learning Center](/learn) - [Blog](/blog) - [Academy](https://academy.weaviate.io/) - [Knowledge Cards](/learn/knowledgecards) - [Paper Reviews](/papers) - [Podcasts](/podcast) - Build - [Weaviate Database Docs](https://docs.weaviate.io/weaviate) - [Weaviate Cloud Docs](https://docs.weaviate.io/cloud) - [Weaviate Deployment Docs](https://docs.weaviate.io/deploy) - [Weaviate Agents Docs](https://docs.weaviate.io/agents) - [GitHub](https://github.com/weaviate/weaviate) - [LLM / Agent guides](https://weaviate.io/llms.txt) - Engage - [Events & Webinars](/community/events) - [Weaviate Hero Program](/community) - [Forum](https://forum.weaviate.io/) About - [Company](/company/about-us) - [Careers](/company/careers) - [Remote](/company/remote) - [Playbook](/company/playbook) - [Investors](/company/investors) - [Contact Us](/contact) - Partners - [Overview](/partners) - [AWS](/partners/aws) - [Google Cloud](/partners/gcp) - [Snowflake](/partners/snowflake) - [Databricks](/partners/databricks) - [Become a Partner](/partners) Follow Us - [GitHub](https://github.com/weaviate/weaviate) - [X](https://x.com/weaviate_io) - [Instagram](https://instagram.com/weaviate.io) - [YouTube](https://youtube.com/@Weaviate) - [LinkedIn](https://www.linkedin.com/company/weaviate-io) Copyright © 2026 Weaviate, B.V. 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§3 · AILANG × your business
weaviate.io scored 4/10 on privacy. AILANG opportunity is therefore 6/10. Here's where it would land first.
Mark fields containing PII at the type level. The compiler refuses to let a labelled value reach a public sink without an explicit Declassify boundary. Privacy by type, not by code review.
type Customer = { email: string<pii>, postcode: string<pii>, signupDate: string } -- assigning customer.email to a log line is a type error.→ AILANG docs
A function declares the network endpoints, file paths, and AI providers it touches. Anything outside the declaration is rejected by the runtime. "This part of the system can talk to Stripe; it cannot talk to anyone else" is enforced.
func chargeCard(c: Card) -> Result[Receipt, Error] ! {Net @endpoint="api.stripe.com", AI @limit=0}→ AILANG docs
The same module runs in the browser via WASM, on Cloud Run, and as a native binary. Sensitive workflows can stay in the user's tab — no server ever sees the data.
-- Browser: load AILANG WASM, run the module in the user's tab. -- Cloud Run: same .ail file packaged as a container. -- Native CLI: same .ail file, ailang run.→ AILANG docs
func sketchSite(url: string<pii>, topic: Topic) -> Sketch
! {Net @limit=1, AI @limit=5, FS @limit=4, Process, Declassify}
| Signal | Topic | Result | Points | AILANG primitive |
|---|---|---|---|---|
| agent.json referenced | agent-ready | ✗ | 0/1 | ailang serve-api generates A2A agent cards automatically — bonus if you're an early adopter |
| openapi.json referenced | agent-ready | ✗ | 0/2 | ailang serve-api generates OpenAPI 3.1 from Hindley-Milner type signatures |
| MCP endpoint referenced | agent-ready | ✗ | 0/2 | ailang serve-api --mcp-http exposes typed functions as MCP tools |
| Public API docs linked | agent-ready | ✗ | 0/2 | ailang serve-api hosts Swagger + ReDoc at /api/_meta/ by default |
| Webhooks documented | agent-ready | ✗ | 0/2 | ailang serve-api handles webhooks as typed handler functions with effect-tracked side effects |
| Rate limits documented | agent-ready | ✗ | 0/2 | Capability budgets — Net @limit=N is the symmetric server-side primitive for what agents see as rate limits |
| Streaming / SSE endpoint | agent-ready | ✗ | 0/2 | std/stream — ssePost and Stream effect handle event-source endpoints with typed event types |
| Sandbox / test environment offered | agent-ready | ✗ | 0/2 | ailang --ai-stub plus mock effect handlers — deterministic, capability-scoped fakes for any effect, including Net and AI |
| Authentication documented | agent-ready | ✗ | 0/2 | std/jwt for verification, IFC labels (string |
| Idempotency keys documented | agent-ready | ✗ | 0/2 | Pure functions are idempotent by construction; requires/ensures contracts express idempotence as a static guarantee |
| AG-UI streaming protocol | agent-ready | ✗ | 0/1 | std/stream — the AG-UI event lifecycle (RUN_STARTED → TEXT_MESSAGE_CONTENT → TOOL_CALL_RESULT → RUN_FINISHED) is a textbook sum type. ADTs + exhaustive pattern matching make every event-type branch a compile error to skip. |
| HTTP 402 agent payments (x402 / pay-per-crawl) | agent-ready | ✗ | 0/1 | Net @endpoint-scoped capability budgets bound payment destinations; requires { amount <= budget } gates the payload; IFC labels keep the signed payment key out of public sinks. Same primitives cover x402 payload signing and Cloudflare's crawler-price negotiation. |
| AP2 Agent Payments Protocol | agent-ready | ✗ | 0/1 | Mandates ARE contracts. requires { intent.price <= mandate.maxPrice } + ensures { cart.total <= intent.price } is a one-to-one translation of an Intent/Cart Mandate into AILANG. Z3 can verify the bounds at compile time. |
| UTCP tool-calling protocol | agent-ready | ✗ | 0/1 | Typed function signatures are the manifest. ailang serve-api emits the same metadata as a UTCPManual (name, input/output schema, native endpoint) — direct-call discovery without a proxy server. |
| End-to-end encryption documented | privacy | ✓ | 2/2 | IFC labels (string |
| Compliance certifications cited | privacy | ✓ | 2/2 | requires/ensures contracts express machine-verifiable claims; capability budgets bound audit-trail effects; effect rows leave nothing un-declared |
| Data minimisation language | privacy | ✗ | 0/2 | Capability scoping — each Net call declares its endpoint in the effect row, so "doesn't sell" becomes a type-system-enforceable claim, not a marketing one |
| Third-party domains restrained | privacy | ✗ | 0/2 | Capability scoping — each Net call declares its endpoint in the effect row |
| Data residency / on-prem language | privacy | ✗ | 0/2 | Three-runtime deploy — same module runs in WASM (browser), Cloud Run, and native CLI |
| Single-vendor LLM language | portable | ○ | 2/2 | std/ai multi-provider — switch from Anthropic to Gemini to OpenAI without rewriting |
| Multiple AI providers cited | portable | ✗ | 0/2 | std/ai — one Step API across Anthropic, OpenAI, Gemini, OpenRouter, Ollama, and custom-package providers |
| Cross-runtime / deployment portability | portable | ✗ | 0/2 | Effect handlers as runtime adapters — same .ail runs as WASM in the browser, a Cloud Run container, and a native CLI; only the handlers change |
| BYO key / model-agnostic | portable | ✗ | 0/2 | AILANG WASM — the full interpreter ships as a browser bundle, so caller-held keys (BYOK), offline apps, and embedded demos all work client-side |
The rubric that scored this page is open-source AILANG code — every signal extractor is contract-verified. View rubric →