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Tavily

Tavily gives AI agents and LLM apps credit-metered APIs to search the live web, extract and crawl pages, map sites and produce cited research reports, starting with 1,000 free credits a month.

ResearchDeveloper ToolsAI Development#Web Scraping#Web Search#Real-Time Search
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Oct 3, 2026
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What is Tavily?

Tavily is a web search API for AI agents and LLM applications. Instead of handing an agent a list of links, it searches the live web, pulls the relevant page content and returns it in a form a model can use directly. The company describes the product as giving agents secure, at-scale web access, with real-time search, scraping and structured data retrieval in a single API call.

Billing is credit-based across a free monthly allowance, subscription tiers, pay-as-you-go usage and custom enterprise contracts. Access runs through the API, SDKs, a command-line tool or MCP clients.

Ownership and company

  • Tavily has announced that it is joining Nebius, framing the move as bringing core AI infrastructure and a production-grade web access layer closer together.
  • Nebius announced its agreement to acquire Tavily on February 10, 2026.
  • Under that announcement, the Tavily team, including founder and CEO Rotem Weiss, joins Nebius, and Tavily keeps operating under its current brand and serving existing customers.
  • A Nebius blog post now states that Nebius has acquired Tavily.
  • Tavily's Platform Terms of Service name AlphaAI Technologies Inc. dba Tavily as the contracting party.

Core features

The Tavily API is organized around five endpoints. Results come back as LLM-ready content rather than raw HTML, and each endpoint draws on the same credit balance at its own rate.

  • Search: four depth settings trade latency against relevance. At the fastest setting, ultra-fast minimizes latency above all else and returns one NLP summary per URL.
  • Domain controls: a domain list can either be preferred, so results from the rest of the web can still surface, or enforced as a hard filter.
  • Language controls: results can be boosted toward a chosen language, or results that do not match it can be dropped entirely.
  • Safe search: an optional safe_search flag drops adult and unsafe content from results and images, but it does not work with the fast or ultra-fast depths.
  • Extract: one request can process a single URL or a batch of up to 20 URLs, with failed URLs reported separately from successful ones.
  • Advanced extraction: the advanced depth retrieves more data, including tables and embedded content, with a higher success rate but possibly more latency.
  • Map: discovers the URLs that exist across a website, optionally guided by natural-language instructions.
  • Crawl: a graph-based website traversal tool that can explore hundreds of paths in parallel and extract content as it goes.
  • Research: runs multiple searches, analyzes the sources and writes a detailed research report on a topic.

Research models and structured output

The Research endpoint offers two models. The mini model targets narrow or well-scoped questions, while the pro model handles complex topics that span several subtopics or domains. Developers who need machine-readable results can pass a JSON Schema so the research response is shaped to match it, which makes the output predictable enough to feed straight into another program. Research results can also be streamed as they are generated, as a Server-Sent Events stream.

Speed claims and safeguards

Tavily claims a 180 ms median (p50) response time on its search endpoint and calls itself the fastest on the market. An independent benchmark that ran its own query set measured Tavily's latency at 998 ms; the two figures come from different measurement setups. On the safety side, Tavily says requests pass through security, privacy and content-validation layers designed to block personal-data leakage, prompt injection and malicious sources.

Guide

Getting started

  1. Sign up for a free account and create an API key from the dashboard; that key authenticates every request.
  2. Install the Python or JavaScript SDK, or call the REST endpoint directly with cURL.
  3. Send requests to Search, Extract, Crawl, Map or Research with the key passed as a Bearer token.
  4. To test before creating an account, add the keyless access header to Search or Extract requests and swap in your key later without code changes.

Keeping credit use predictable

Automatic parameter tuning can quietly double the price of a search: with it switched on, the search depth may be raised to advanced when that is likely to improve results, which uses 2 credits per request. Setting the depth to basic yourself avoids the extra charge.

Tavily can also report usage per call. When you enable the usage option, the response includes a usage object with credit information, so you can log what each request cost. For pay-as-you-go spending, you can set a monthly usage limit in the billing settings to avoid unexpected costs.

Tavily use cases and examples

Tavily's published use cases center on agents that need current, cited web information rather than a static database:

  • Sales meeting prep: agents auto-generate meeting briefs with customer news, industry context and executive bios sourced from the web.
  • Legal and regulatory monitoring: teams track official government and regulator sites and summarize new rulings, enforcement actions and policy changes with citations.
  • Security monitoring: agents follow live advisories, CVE feeds, vendor blogs and security forums to watch for new threats and vulnerabilities.
  • Investment research: agents research investments across current news, filings and analyst commentary, with citations attached.
  • Coding assistants: JetBrains' head of product says that before adding web search, their model would hallucinate library methods it did not know, and real-time grounding fixed that.
  • Open-source research agents: GPT Researcher, an open-source autonomous research agent, is powered by Tavily's Search API and pulls from more than 20 web sources per task.

These examples come from Tavily's own marketing and documentation. They show what the API is designed for, not independently measured outcomes.

Who is it for

  • AI developers building agents: Tavily is built for AI developers and autonomous AI agents that need search results optimized for language models.
  • Enterprises with uptime requirements: the Enterprise plan adds white-glove support, including a personal Slack channel, a dedicated account manager, an AI engineer for technical help and uptime and support SLAs.
  • Small teams: team accounts let multiple users collaborate through a shared dashboard and track progress in one place.
  • Students: students can receive four months of free access to the Project plan, which includes 4,000 API credits per month.
  • Less suited to resellers: the Platform Terms say the API and any agent keys are intended solely for the customer's own use and may not be shared with or made available to third parties without Tavily's prior written consent.

Platforms

  • REST API and SDKs: Tavily supports Python, Node.js and cURL.
  • Tavily CLI: the command-line tool runs searches, extractions, crawls and research from a terminal, and it requires a Tavily API key.
  • Agent Skills: installable skills add Tavily web capabilities to AI coding agents such as Claude Code, Cursor, Cline, Codex and Windsurf through the CLI.
  • Tavily MCP server: the remote Tavily MCP server supports secure OAuth authentication with compatible MCP clients.
  • Keyless access: Search and Extract can be used free with no account, no API key and no configuration.
  • x402 machine payments: AI agents can pay per request for Advanced Search in USDC on the Base network, with no API key, account or human in the loop.
  • Frameworks: Tavily works through supported partners such as LangChain and LlamaIndex.
  • Cloud marketplaces: Tavily lists availability in the AWS AgentCore Tool Catalog, IBM watsonx.ai, Azure MCP Center, Snowflake Marketplace and the Databricks MCP marketplace, and as the default search in LangChain's LangSmith Agent Builder.

Pricing

Tavily pricing is built on API credits. You start with 1,000 free API credits per month with no credit card required. Paid subscription tiers then scale from Project at $30 a month to Growth at $500 a month, and the per-credit price falls as volume rises:

PlanCredits per monthMonthly pricePrice per credit
Researcher1,000Free–
Project4,000$30$0.0075
Bootstrap15,000$100$0.0067
Startup38,000$220$0.0058
Growth100,000$500$0.005
Pay as you goPer usage$0.008 per credit$0.008
EnterpriseCustomCustomCustom

Pay-as-you-go costs $0.008 per credit and lets you keep being charged per credit once a plan's credit limit is reached.

What each request costs

Search is billed per request, and advanced depth costs twice as much as basic.

EndpointHow credits are charged
Search1 credit at basic depth, 2 credits at advanced depth
Extract1 credit per 5 successful URLs (basic), 2 per 5 (advanced)
Map1 credit per 10 successful pages, 2 with instructions
CrawlMapping cost plus extraction cost
Research4–110 credits with mini, 15–250 with pro

Extract counts only successful URLs, billed in blocks of 5. Map requests that fail are never charged, and successful mapping is billed per 10 pages returned. Crawl adds the two together, so crawling 10 pages at basic extraction depth costs 3 credits in total, 1 for mapping and 2 for extraction. Research has the widest spread because its pricing is dynamic within per-request bounds; at the pro model's 250-credit ceiling, a single task uses as many credits as 250 basic searches.

Billing rules

  • Monthly credits reset on the first day of each calendar month, regardless of your billing date.
  • If you run out of monthly credits, requests stop until the credits reset or you upgrade to a paid plan.
  • Pay-as-you-go usage is charged automatically for every $40 of usage.
  • Upgrading mid-cycle charges only the difference for the remaining days of the billing period; downgrades take effect at the start of the next cycle.
  • Through the x402 route, Advanced Search costs $0.01 per call, paid in USDC. Refunds for upstream failures are returned to the agent's wallet automatically.

Tavily alternatives

Tavily positions itself against two groups of products. Against traditional search APIs such as Bing, Google or SerpAPI, it says it searches the web, reviews multiple sources and extracts the most relevant content, delivering concise, ready-to-use information for AI applications. Against AI answer engine APIs such as Perplexity Sonar or the OpenAI Web Search API, it stresses customizable search results, developer control over depth, domains and extraction, and LLM-generated answers that are optional rather than the main output.

One independent benchmark compared eight search APIs, retrieving five results per query from each: Brave Search, Tavily, Exa, Firecrawl, SerpAPI, Perplexity and the Base and Pro tiers of Parallel Search. Brave Search led with an Agent Score of 14.89, Firecrawl, Exa and Parallel Search Pro were close enough that the differences could be random variation, and Brave was the only API that consistently outperformed Tavily, by about one point.

Limitations

  • Keyless scope: keyless access covers Search and Extract only; Crawl, Map and Research require an API key.
  • Rate limits: development keys allow 100 requests per minute and production keys allow 1,000 requests per minute.
  • Crawl limit: the Crawl endpoint has its own cap of 100 requests per minute on both development and production keys.
  • Research task limit: creating research tasks has a separate cap of 20 requests per minute on both development and production keys.
  • Auto-renewal: paid subscriptions renew automatically and continue until you cancel.
  • No refunds: to the extent permitted by law, all fees paid are non-refundable and non-cancelable.
  • Cancellation timing: to avoid the next charge, you must cancel at least 24 hours before your next scheduled billing date.
  • AI output accuracy: the terms warn that features built on large language models may produce outputs that are inaccurate, incomplete, unreliable, misleading, biased or otherwise unsuitable for your purposes.
  • Restricted data: without Tavily's prior written consent, the service may not be used to obtain sensitive data such as government ID numbers, biometric information or protected health information.
  • Dispute terms: the Platform Terms require arbitration, and both parties waive the right to jury trials and class actions.
  • Benchmark position: in the independent benchmark described above, Tavily ranked fifth overall with an Agent Score of 13.67.

Privacy and data use

Tavily's own pages describe query-data handling in different terms:

  • Tavily's documentation lists the service as SOC 2 certified with zero data retention.
  • Tavily's announcement about joining Nebius says customers' data policies remain the same and that zero data retention remains core.
  • The Privacy Policy says that, unless your contract specifies otherwise, Tavily may use certain portions of your query data to improve its responses to future queries.
  • Personal information is kept for as long as you maintain an account, or until a valid deletion request, among other conditions in the Privacy Policy.
  • An account setting called Allow Use of Query Data controls this; when it is switched off, your query data will not be stored or used for improvements.
  • The Privacy Policy also says query data may be shared with third-party search index providers when Tavily's own index cannot retrieve the requested content.
  • The Platform Terms let Tavily and its third-party AI providers use, analyze and retain input submitted to the features the terms call AI Functionality, along with their outputs, to train and improve AI models.

FAQ

Q1. Is Tavily free to use?

Partly. The Researcher plan includes 1,000 credits a month with no card, keyless access lets you try Search and Extract without an account, and students can get four months of the Project plan free.

Q2. How many credits does a Tavily search use?

A basic search uses 1 credit and an advanced search uses 2. Automatic parameter tuning can switch a request to advanced; setting the depth to basic explicitly avoids that charge.

Q3. Do unused Tavily credits roll over?

Credits reset on the first day of each calendar month. The pricing, documentation and help pages checked contain no rollover provision.

Q4. Who owns Tavily?

Nebius announced an agreement to acquire Tavily in February 2026, and a Nebius blog post says Nebius has acquired Tavily. Tavily continues to operate under its own brand.

Q5. Does Tavily use my queries to improve its service?

It depends on your settings and contract. The Privacy Policy allows use of portions of query data unless your contract says otherwise, and the Allow Use of Query Data setting turns this off.

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