Pinecone's 428-line llms.txt shows what thorough AI preparation looks like

# Pinecone Docs

## Docs

- [2022 releases](https://docs.pinecone.io/assistant-release-notes/2022.md)
- [2023 releases](https://docs.pinecone.io/assistant-release-notes/2023.md)
- [2024 releases](https://docs.pinecone.io/assistant-release-notes/2024.md)
- [2025 releases](https://docs.pinecone.io/assistant-release-notes/2025.md)
- [Feature availability](https://docs.pinecone.io/assistant-release-notes/feature-availability.md)
- [Assistant examples](https://docs.pinecone.io/examples/assistant.md)
- [Notebooks](https://docs.pinecone.io/examples/notebooks.md)
- [Reference architectures](https://docs.pinecone.io/examples/reference-architectures.md)
- [Sample apps](https://docs.pinecone.io/examples/sample-apps.md)
- [Access your invoices](https://docs.pinecone.io/guides/assistant/admin/access-your-invoices.md)
- [Change your payment method](https://docs.pinecone.io/guides/assistant/admin/change-payment-method.md)
- [Configure audit logs](https://docs.pinecone.io/guides/assistant/admin/configure-audit-logs.md)
- [Configure SSO with Okta](https://docs.pinecone.io/guides/assistant/admin/configure-sso-with-okta.md)
- [Create a project](https://docs.pinecone.io/guides/assistant/admin/create-a-project.md)
- [Downgrade your plan](https://docs.pinecone.io/guides/assistant/admin/downgrade-billing-plan.md)
- [Download a usage report](https://docs.pinecone.io/guides/assistant/admin/download-usage-report.md)
- [Manage API keys](https://docs.pinecone.io/guides/assistant/admin/manage-api-keys.md)
- [Manage organization members](https://docs.pinecone.io/guides/assistant/admin/manage-organization-members.md)
- [Manage service accounts at the organization-level](https://docs.pinecone.io/guides/assistant/admin/manage-organization-service-accounts.md)
- [Manage project members](https://docs.pinecone.io/guides/assistant/admin/manage-project-members.md)
- [Manage service accounts at the project-level](https://docs.pinecone.io/guides/assistant/admin/manage-project-service-accounts.md)
- [Manage projects](https://docs.pinecone.io/guides/assistant/admin/manage-projects.md)
- [Monitor usage and cost](https://docs.pinecone.io/guides/assistant/admin/monitor-spend-and-usage.md)
- [Organizations overview](https://docs.pinecone.io/guides/assistant/admin/organizations-overview.md)
- [Projects overview](https://docs.pinecone.io/guides/assistant/admin/projects-overview.md)
- [Security overview](https://docs.pinecone.io/guides/assistant/admin/security-overview.md)
- [Upgrade your plan](https://docs.pinecone.io/guides/assistant/admin/upgrade-billing-plan.md)
- [Chat through the OpenAI-compatible interface](https://docs.pinecone.io/guides/assistant/chat-through-the-openai-compatible-interface.md)
- [Chat through the standard interface](https://docs.pinecone.io/guides/assistant/chat-with-assistant.md)
- [Context snippets overview](https://docs.pinecone.io/guides/assistant/context-snippets-overview.md)
- [Create an assistant](https://docs.pinecone.io/guides/assistant/create-assistant.md)
- [Evaluate answers](https://docs.pinecone.io/guides/assistant/evaluate-answers.md)
- [Evaluation overview](https://docs.pinecone.io/guides/assistant/evaluation-overview.md)
- [Files in Pinecone Assistant](https://docs.pinecone.io/guides/assistant/files-overview.md)
- [Manage assistants](https://docs.pinecone.io/guides/assistant/manage-assistants.md)
- [Manage files](https://docs.pinecone.io/guides/assistant/manage-files.md)
- [Use an Assistant MCP server](https://docs.pinecone.io/guides/assistant/mcp-server.md)
- [Multimodal context for assistants](https://docs.pinecone.io/guides/assistant/multimodal.md)
- [Pinecone Assistant](https://docs.pinecone.io/guides/assistant/overview.md)
- [Pricing and limits](https://docs.pinecone.io/guides/assistant/pricing-and-limits.md)
- [Pinecone Assistant quickstart](https://docs.pinecone.io/guides/assistant/quickstart.md)
- [Retrieve context snippets](https://docs.pinecone.io/guides/assistant/retrieve-context-snippets.md)
- [Upload files](https://docs.pinecone.io/guides/assistant/upload-files.md)
- [Concepts](https://docs.pinecone.io/guides/get-started/concepts.md)
- [Architecture](https://docs.pinecone.io/guides/get-started/database-architecture.md)
- [Pinecone documentation](https://docs.pinecone.io/guides/get-started/overview.md)
- [Quickstart](https://docs.pinecone.io/guides/get-started/quickstart.md)
- [Check data freshness](https://docs.pinecone.io/guides/index-data/check-data-freshness.md)
- [Create a serverless index](https://docs.pinecone.io/guides/index-data/create-an-index.md)
- [Data ingestion overview](https://docs.pinecone.io/guides/index-data/data-ingestion-overview.md)
- [Data modeling](https://docs.pinecone.io/guides/index-data/data-modeling.md)
- [Dedicated read nodes](https://docs.pinecone.io/guides/index-data/dedicated-read-nodes.md)
- [Implement multitenancy using namespaces](https://docs.pinecone.io/guides/index-data/implement-multitenancy.md)
- [Import records](https://docs.pinecone.io/guides/index-data/import-data.md)
- [Indexing overview](https://docs.pinecone.io/guides/index-data/indexing-overview.md)
- [Upsert records](https://docs.pinecone.io/guides/index-data/upsert-data.md)
- [Back up a pod-based index](https://docs.pinecone.io/guides/indexes/pods/back-up-a-pod-based-index.md)
- [Choose a pod type and size](https://docs.pinecone.io/guides/indexes/pods/choose-a-pod-type-and-size.md)
- [Create a pod-based index](https://docs.pinecone.io/guides/indexes/pods/create-a-pod-based-index.md)
- [Manage pod-based indexes](https://docs.pinecone.io/guides/indexes/pods/manage-pod-based-indexes.md)
- [Migrate a pod-based index to serverless](https://docs.pinecone.io/guides/indexes/pods/migrate-a-pod-based-index-to-serverless.md)
- [Restore a pod-based index](https://docs.pinecone.io/guides/indexes/pods/restore-a-pod-based-index.md)
- [Scale pod-based indexes](https://docs.pinecone.io/guides/indexes/pods/scale-pod-based-indexes.md)
- [Understanding collections](https://docs.pinecone.io/guides/indexes/pods/understanding-collections.md)
- [Understanding pod-based indexes](https://docs.pinecone.io/guides/indexes/pods/understanding-pod-based-indexes.md)
- [Manage cost](https://docs.pinecone.io/guides/manage-cost/manage-cost.md)
- [Monitor usage and costs](https://docs.pinecone.io/guides/manage-cost/monitor-usage-and-costs.md)
- [Understanding cost](https://docs.pinecone.io/guides/manage-cost/understanding-cost.md)
- [Back up an index](https://docs.pinecone.io/guides/manage-data/back-up-an-index.md)
- [Backups overview](https://docs.pinecone.io/guides/manage-data/backups-overview.md)
- [Delete records](https://docs.pinecone.io/guides/manage-data/delete-data.md)
- [Fetch records](https://docs.pinecone.io/guides/manage-data/fetch-data.md)
- [List record IDs](https://docs.pinecone.io/guides/manage-data/list-record-ids.md)
- [Manage serverless indexes](https://docs.pinecone.io/guides/manage-data/manage-indexes.md)
- [Manage namespaces](https://docs.pinecone.io/guides/manage-data/manage-namespaces.md)
- [Restore an index](https://docs.pinecone.io/guides/manage-data/restore-an-index.md)
- [Target an index](https://docs.pinecone.io/guides/manage-data/target-an-index.md)
- [Update records](https://docs.pinecone.io/guides/manage-data/update-data.md)
- [Integrate with Amazon S3](https://docs.pinecone.io/guides/operations/integrations/integrate-with-amazon-s3.md)
- [Integrate with Azure Blob Storage](https://docs.pinecone.io/guides/operations/integrations/integrate-with-azure-blob-storage.md)
- [Integrate with Google Cloud Storage](https://docs.pinecone.io/guides/operations/integrations/integrate-with-google-cloud-storage.md)
- [Manage storage integrations](https://docs.pinecone.io/guides/operations/integrations/manage-storage-integrations.md)
- [Local development with Pinecone Local](https://docs.pinecone.io/guides/operations/local-development.md)
- [Use the Pinecone MCP server](https://docs.pinecone.io/guides/operations/mcp-server.md)
- [Decrease latency](https://docs.pinecone.io/guides/optimize/decrease-latency.md)
- [Increase search relevance](https://docs.pinecone.io/guides/optimize/increase-relevance.md)
- [Increase throughput](https://docs.pinecone.io/guides/optimize/increase-throughput.md)
- [Access your invoices](https://docs.pinecone.io/guides/organizations/manage-billing/access-your-invoices.md)
- [Change your payment method](https://docs.pinecone.io/guides/organizations/manage-billing/change-payment-method.md)
- [Downgrade your plan](https://docs.pinecone.io/guides/organizations/manage-billing/downgrade-billing-plan.md)
- [Download a usage report](https://docs.pinecone.io/guides/organizations/manage-billing/download-usage-report.md)
- [Standard trial](https://docs.pinecone.io/guides/organizations/manage-billing/standard-trial.md)
- [Upgrade your plan](https://docs.pinecone.io/guides/organizations/manage-billing/upgrade-billing-plan.md)
- [Manage organization members](https://docs.pinecone.io/guides/organizations/manage-organization-members.md)
- [Manage service accounts at the organization-level](https://docs.pinecone.io/guides/organizations/manage-service-accounts.md)
- [Understanding organizations](https://docs.pinecone.io/guides/organizations/understanding-organizations.md)