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Tako

Search and research APIs combining web results…

How they use Tavily

Tako tested Tavily advanced search and Tavily Research Pro in comparative research evaluations. Its benchmark methodology dates these runs to July 21, 2026. Search API tests covered SimpleQA, FRAMES, FinSearchComp and Tako’s VerticalRTK research benchmark. Tako synthesized answers from each provider’s results with an LLM and graded them against reference answers with a separate judge model. Providers used default configurations.

For Research Pro, Tako submitted questions to the research agent, let it search and reason end to end, and measured answer accuracy and completion time. Tako reported Tavily Research Pro accuracy of 40.3% on FinSearchComp T2 and 36.9% on T3, with answer times of 104.5 and 283.3 seconds respectively. Tavily advanced search scored 45.8% on the 131-question VerticalRTK research set. It scored 89.9% on SimpleQA, 45.5% on FRAMES, 48.7% on FinSearchComp T2 and 9.9% on T3.

Separately, Tavily and CopilotKit showcased an open-source Research Canvas combining Tavily search, Tako’s structured-data visualizations, LangChain or LangGraph workflows, and CopilotKit’s interactive frontend.

Sources

3 sources

Evaluating a new kind of Search API

17 Jul 2026 · Tako · Web page

Jay Deng describes Tako fetching Tavily advanced search results with default configurations, synthesizing answers with an LLM and grading them with a separate LLM. Tavily advanced search scored 89.9% on SimpleQA, 45.5% on FRAMES, 48.7% on FinSearchComp T2 and 9.9% on T3.

Open original source
Evaluating a new kind of Search API17 Jul 2026 · Tako · Web pageJay Deng describes Tako fetching Tavily advanced search results with default configurations, synthesizing answers with an LLM and grading them with a separate LLM. Tavily advanced search scored 89.9% on SimpleQA, 45.5% on FRAMES, 48.7% on FinSearchComp T2 and 9.9% on T3.

VerticalRTK: a real-time search API benchmark

15 Oct 2026 · Tako · Web page

Tako tested Tavily advanced search in its July 2026 evaluation of the 131-question VerticalRTK set, using the same answer synthesis and judging steps for each provider.

Open original source
VerticalRTK: a real-time search API benchmark15 Oct 2026 · Tako · Web pageTako tested Tavily advanced search in its July 2026 evaluation of the 131-question VerticalRTK set, using the same answer synthesis and judging steps for each provider.

Web Search API and Research Agent Benchmarks

15 Oct 2026 · Tako · Web page

Tako reports Tavily search API and Research Pro benchmark results. Its methodology dates these evaluations to July 21, 2026 and describes measuring accuracy and research completion time.

Open original source
Web Search API and Research Agent Benchmarks15 Oct 2026 · Tako · Web pageTako reports Tavily search API and Research Pro benchmark results. Its methodology dates these evaluations to July 21, 2026 and describes measuring accuracy and research completion time.

Company context

tako.com

Tako builds search and research APIs for developers creating AI agents, applications and research tools. Its platform combines web search with licensed structured data, returning cited results as JSON and visual knowledge cards containing charts, tables and maps. Its main products are Search for retrieving information, Answer for cited responses, Contents for underlying data and webpage text, and Agent for asynchronous research and enrichment. An MCP server also connects its services to tools including Claude, ChatGPT and Cursor.

Documented financing · private company

AmountUS$5.75 millionSeed
· Tako — Tako Seed Round

Recent updates

2 updates
  1. Product launch

    Tako launches web search and revamped APIs with Vercel AI Gateway availability

    Tako 2.0 combines live web search and licensed structured data in one call across its Search, Answer, Contents and Agent APIs. Tako Search also became available through Vercel AI Gateway, with free access through September 30.

    Tako
  2. Product launch

    Tako adds federal contract awards and open procurement opportunities

    Tako added USAspending.gov contract awards and active SAM.gov opportunities to its knowledge graph. Users can query historical spending and open solicitations in natural language, with interactive charts, tables and underlying data exports.

    Tako
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Tako

Tako provides search and research APIs combining web results with structured data. · Infrastructure

How they use Tavily

Tako tested Tavily advanced search and Tavily Research Pro in comparative research evaluations. Its benchmark methodology dates these runs to July 21, 2026. Search API tests covered SimpleQA, FRAMES, FinSearchComp and Tako’s VerticalRTK research benchmark. Tako synthesized answers from each provider’s results with an LLM and graded them against reference answers with a separate judge model. Providers used default configurations.

For Research Pro, Tako submitted questions to the research agent, let it search and reason end to end, and measured answer accuracy and completion time. Tako reported Tavily Research Pro accuracy of 40.3% on FinSearchComp T2 and 36.9% on T3, with answer times of 104.5 and 283.3 seconds respectively. Tavily advanced search scored 45.8% on the 131-question VerticalRTK research set. It scored 89.9% on SimpleQA, 45.5% on FRAMES, 48.7% on FinSearchComp T2 and 9.9% on T3.

Separately, Tavily and CopilotKit showcased an open-source Research Canvas combining Tavily search, Tako’s structured-data visualizations, LangChain or LangGraph workflows, and CopilotKit’s interactive frontend.

Sources

3 sources

Evaluating a new kind of Search API

17 Jul 2026 · Tako · Web page

Jay Deng describes Tako fetching Tavily advanced search results with default configurations, synthesizing answers with an LLM and grading them with a separate LLM. Tavily advanced search scored 89.9% on SimpleQA, 45.5% on FRAMES, 48.7% on FinSearchComp T2 and 9.9% on T3.

Open original source
Evaluating a new kind of Search API17 Jul 2026 · Tako · Web pageJay Deng describes Tako fetching Tavily advanced search results with default configurations, synthesizing answers with an LLM and grading them with a separate LLM. Tavily advanced search scored 89.9% on SimpleQA, 45.5% on FRAMES, 48.7% on FinSearchComp T2 and 9.9% on T3.

VerticalRTK: a real-time search API benchmark

15 Oct 2026 · Tako · Web page

Tako tested Tavily advanced search in its July 2026 evaluation of the 131-question VerticalRTK set, using the same answer synthesis and judging steps for each provider.

Open original source
VerticalRTK: a real-time search API benchmark15 Oct 2026 · Tako · Web pageTako tested Tavily advanced search in its July 2026 evaluation of the 131-question VerticalRTK set, using the same answer synthesis and judging steps for each provider.

Web Search API and Research Agent Benchmarks

15 Oct 2026 · Tako · Web page

Tako reports Tavily search API and Research Pro benchmark results. Its methodology dates these evaluations to July 21, 2026 and describes measuring accuracy and research completion time.

Open original source
Web Search API and Research Agent Benchmarks15 Oct 2026 · Tako · Web pageTako reports Tavily search API and Research Pro benchmark results. Its methodology dates these evaluations to July 21, 2026 and describes measuring accuracy and research completion time.

Company context

tako.com

Tako builds search and research APIs for developers creating AI agents, applications and research tools. Its platform combines web search with licensed structured data, returning cited results as JSON and visual knowledge cards containing charts, tables and maps. Its main products are Search for retrieving information, Answer for cited responses, Contents for underlying data and webpage text, and Agent for asynchronous research and enrichment. An MCP server also connects its services to tools including Claude, ChatGPT and Cursor.

Documented financing · private company

AmountUS$5.75 millionSeed
· Tako — Tako Seed Round

Recent updates

2 updates
  1. Product launch

    Tako launches web search and revamped APIs with Vercel AI Gateway availability

    Tako 2.0 combines live web search and licensed structured data in one call across its Search, Answer, Contents and Agent APIs. Tako Search also became available through Vercel AI Gateway, with free access through September 30.

    Tako
  2. Product launch

    Tako adds federal contract awards and open procurement opportunities

    Tako added USAspending.gov contract awards and active SAM.gov opportunities to its knowledge graph. Users can query historical spending and open solicitations in natural language, with interactive charts, tables and underlying data exports.

    Tako