⚡Stack Radar

Research Agents · Reviewed 22 Oct 2026

Sakana Marlin

Autonomous deep research assistant for strategic decision-making.

· sakana.ai ↗

Paid against free › Research Agents › Sakana Marlin

Sakana Marlin at a glance
891.1KEstimated total trafficModeled monthly visits505Ranking keywordsPublic search sample91/100Technical health15 pages checked8.5KReferring domainsLive backlink summary

Overview

01

Summary

The useful answer before the supporting detail.

Sakana Marlin is an autonomous deep research assistant that plans, gathers, and validates information to produce structured strategy reports S27. It is designed for business users such as consultants, strategy departments, and think tanks who need to make decisions in complex environments S1 S27. The service runs research cycles of about eight hours, delivering actionable plans and freeing teams from exhaustive manual research S27.

02

Product identity and positioning

Name, category, positioning, audience, and first-party claims.

  • Identity: Sakana Marlin is an autonomous deep research assistant from Sakana AI S27.
  • Core purpose: It solves the problem of time-consuming, biased research by autonomously executing hypothesis-driven analysis S27.
  • Intended users: Business entities, including corporations, organizations, and sole proprietors, for their business operations S27.
  • Product scope: A web-based service that delivers structured strategy reports; distinct from Sakana AI's other products like Fugu S27.
  • Positioning: Positioned as a "Virtual CSO" for ultra-deep research, enabling humans to focus on decision-making S27.
  • Claimed distinction: Uses AB-MCTS to iterate through hypothesis formulation, exploration, and verification, unlike simple information aggregation S27.
03

Use cases and audiences

Who the product serves and the jobs it is designed to handle.

AudiencePractical use case
M&A consultantsGenerate analyst-grade strategy reports for strategic decision-making S1.
Strategy departmentsConduct market and competitor analysis to inform business strategy S27.
Think tanksProduce deep research reports on complex geopolitical or economic topics S1 S64.
Cybersecurity divisionsUse for research tasks that require deep technical analysis (though Marlin is not specialized for this) S27.

Features

09

Features and capabilities

Core functions and evidence-backed product capabilities.

CapabilityWhat it does
Autonomous research planningCreates a research plan based on the requested topic S27.
Hypothesis-driven explorationAutomatically iterates through thousands of hypothesis validations, selecting key arguments and discarding noise S27.
Multi-dimensional analysisAnalyzes fresh information across multiple strategic dimensions simultaneously S27.
Structured report generationProduces deliverables with solid analysis and actionable insights, ready for executive review S27.
Real-time scenario mappingCaptures a complex, fast-changing world and maps multiple scenarios for decision-making S27.
Public data focusExcels at hypothesis validation using aggregated public data for strategic planning, market analysis, and regulatory trends S27.
10

Integrations and ecosystem

Connected products, exports, APIs, and workflow compatibility.

Integration or interfaceTypeWhat it enables
Stripe paymentsIntegrationEnables credit card payments for subscriptions S27.
Web platformWeb appAccessible via web browser; no desktop or mobile app mentioned S27.
API (OpenAI-compatible)APIAllows integration with existing clients for automated research requests (inferred from Fugu's API, but not explicitly stated for Marlin) S39.

Pricing

11

Pricing and plans

Published plans, free access, trials, credits, and pricing limitations.

Plan or offerVerified price and billingIncludedLimits
Pay as you go¥98 per credit, per use S27100 credits per run S27Not available in EU/EEA S27
Pro¥150,000 per month S272,000 credits (20 runs) S27Add-on credits ¥90 each S27
Team¥400,000 per month S276,000 credits (60 runs) S27Add-on credits ¥85 each S27
EnterpriseCustom quote S27Customised credit allocation S27Dedicated support S27

Competition

12

Competitive landscape

Domains competing for the same organic search demand.

Sampled competitors

CompetitorFirst-page appearancesSampled queriesAverage positionQueries observed
facebook.com227fugu, ai japanese
en.wikipedia.org111fugu
reddit.com111ai japanese
savorjapan.com112fugu
medium.com112ai japanese
ise-sueyoshi.com113fugu
italki.com113ai japanese
bbc.com114fugu
aisouthpasadena.com114ai japanese
schoolofsushi.com115fugu

Website intelligence — Collected evidence

Customers, testimonials, and first-party review claims

No supporting public-page evidence was collected for this category.

Independent review sources discovered

No links to supported independent review platforms were discovered on the collected pages.

14

AI visibility

Measured ChatGPT and Google AI mentions with cited sources.

AI-assistant referral traffic

  • Estimated current generative-AI referral share: 2.4%
MonthSource
—All AI assistants
—All AI assistants

Website intelligence — Collected evidence

Site-stated AI capabilities

Page typeEvidenceSource
otherTalk to our team Try Sakana Chathttps://sakana.ai/
otherThe best LLM for Japanese, at a reasonable pricehttps://sakana.ai/
otherThe joint project enters its full-scale phase with AI support for wealth management.https://sakana.ai/
featuresInside Sakana AI's Product Teamhttps://sakana.ai/inside-product-team/
featuresInside Sakana AI's Product Teamhttps://sakana.ai/inside-product-team/
featuresSakana AI’s Product Team turns the technology created by our research teams into products and delivers them to the world. Many of the questions we hear from candidates in casual interviews and throughout the hiring process turn out to be the same ones. In this article, we’ve gathered the Product Team’s culture and our answers to those frequently asked questions, based on interviews with team members.https://sakana.ai/inside-product-team/
featuresSakana AI, a Tokyo-based AI company, has released four products in rapid succession: starting with Sakana Chat in March 2026, followed by Sakana Marlin, Sakana Fugu, and Sakana Translate. Why is a company long known for research and development shipping products at this pace? And what vision lies beyond it?https://sakana.ai/product-development-interview/
featuresWe spoke with Sota Omura, who leads the product team as head of product development. The conversation ranged from how the team came into being, to the reasons behind the unusual release pace, a vision of a future in which humans and AI make decisions together, and an organizational philosophy of turning diversity into strength.https://sakana.ai/product-development-interview/
features<table style="background-color: #FFF;border: 1px solid white;border-collapse: collapse;margin:0;padding:0;"><tbody><tr><td width="45%" style="background-color: #FFF;border: 1px solid white;border-collapse: collapse;margin:0;padding:0.5em;"><img class="b-lazy" src="data:image/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==" data-src="/assets/product-development-interview/sota.jpg" style="width: 100%;"></td><td width="55%" style="background-color: #FFF;border: 1px solid white;border-collapse: collapse;margin:0;padding:0.5em;"><b>Sota Omura</b><br>Head of Product Development<br><br>Previously engaged in strategy formulation and business transformation consulting at Deloitte Tohmatsu Consulting LLC. Later served as Business Lead at Coincheck, Inc., managing multiple businesses including crypto asset trading and staking services. Joined Sakana AI in July 2025 as a Product Manager, leading the planning, design, and implementation of AI products.<p><br></p></td></tr></tbody></table>https://sakana.ai/product-development-interview/
featuresSakana AI, by contrast, is run from Japan, so the core of its product-making is entirely here. For someone based in Japan competing in the global market, I saw a company born in Japan as a major advantage.https://sakana.ai/product-development-interview/
featuresAt the time, Sakana AI had two main teams: the Research team, which studies a wide range of technologies including the development of foundational AI models, and the Applied team, which puts those results to work solving problems for enterprise customers. I joined the Applied team; a product team did not yet exist. The Applied team’s work — walking closely alongside each client, one company at a time — creates value nothing else can. At the same time, from the Applied team’s earliest days there had been a discussion: couldn’t a product deliver the value of the same technology to many more customers at once?https://sakana.ai/product-development-interview/
featuresAmid all this, Ren Ito, our co-founder and chairman, approached me: he wanted to discuss how to treat model development as part of our own business. I presented a plan for growing a product business, model development included. As a result, the effort began moving as a partly independent offshoot of the Applied team. When the release of Sakana Chat was decided, we became a fully independent team to make the lines of responsibility clear, and I have led it since February 2026. Sakana AI, which began as a research and development company, is coming to wear the face of a product company as well. I feel I am standing at that turning point.https://sakana.ai/product-development-interview/
featuresAt Sakana AI, we are advancing world-class R&D through unique generative AI techniques inspired by nature. Our Product Team is on a mission to leverage our proprietary research to conceptualize and launch AI products that defy traditional boundaries. We are looking for a Business Intern to support this mission alongside our product managers.https://sakana.ai/careers/business-intern-product-team/
featuresThis is an internship position based in our Tokyo office, requiring full-time commitment (approximately 40 hours per week), for a minimum of six months, with a desired start within the next one to two months. This is not a shadowing role; you will own real operational work from your first week and experience firsthand how AI products are built, launched, and grown from Japan to the world. Since we operate as a global team, Business-level Japanese and the ability to read and write English are required.https://sakana.ai/careers/business-intern-product-team/
featuresMarket Research: Conduct market and competitive research on LLM and Generative AI products and distill findings into actionable insights for the team.https://sakana.ai/careers/business-intern-product-team/
featuresSakana AIでは、自然界から発想を得るユニークな生成AI技術により世界を先駆ける研究開発を行っています。Product Teamでは、独自の研究成果を活かして既存の枠にとらわれないAIプロダクトを構想・市場投入することをミッションとし、プロダクトマネージャーとともにその実務を担うビジネスインターンを募集しています。本ポジションは東京オフィスでのフルタイム勤務（週40時間程度）を前提としたインターンシップで、期間は6ヶ月以上、開始時期は1〜2ヶ月以内を想定しています。https://sakana.ai/careers/business-intern-product-team/
featuresDefine product vision, roadmap, and go-to-market strategy for AI products that redefine what is possible.https://sakana.ai/careers/business-role-product-manager/
featuresAt Sakana AI, we are advancing world-class R&D through unique generative AI techniques inspired by nature. Our Product Team is on a mission to leverage our proprietary research to conceptualize and launch AI products that defy traditional boundaries. We are looking for a Product Manager to lead this charge.https://sakana.ai/careers/business-role-product-manager/
featuresSakana AIでは、自然界から発想を得るユニークな生成AI技術により世界を先駆ける研究開発を行っています。Product Teamでは、独自の研究成果を活かして既存の枠にとらわれないAIプロダクトを構想・市場投入することをミッションとし、その中核を担うProduct Managerを募集しています。https://sakana.ai/careers/business-role-product-manager/
featuresAt Sakana AI, we are advancing world-class R&D through unique generative AI techniques inspired by nature. Our Product Team is on a mission to leverage our proprietary research to conceptualize and launch AI products that defy traditional boundaries. Through our proprietary products including Sakana Chat 🐟, Sakana Marlin 🐬, and Sakana Fugu 🐡, we deliver this value to enterprises and government agencies in Japan and globally.https://sakana.ai/careers/business-role-product-sales-account-executive/

These are first-party product claims, not independent measurements of AI-search visibility.

15

Marketing opportunities

Actions calculated directly from the collected evidence.

OpportunityRecommended actionEvidence
Competitor gapReview the sampled queries where facebook.com appears.2 first-page appearances across fugu, ai japanese

Website intelligence — Collected evidence

Website evidence gaps

  • pricing: no usable public page was collected; verify whether the site publishes this evidence.
  • customers: no usable public page was collected; verify whether the site publishes this evidence.
  • reviews: no usable public page was collected; verify whether the site publishes this evidence.
  • changes: no usable public page was collected; verify whether the site publishes this evidence.
  • identity: no usable public page was collected; verify whether the site publishes this evidence.
  • technical: no usable public page was collected; verify whether the site publishes this evidence.

Trust and proof

16

Customers, proof, and reviews

Published proof, customer signals, and review evidence.

Independent reviews

No citation-grounded independent review links were found.

Customer proof

No named customers, testimonials, or customer case studies were found.

Independent mentions

  • Sakana AI、初の商用プロダクト「Sakana Marlin」を提供開始 — Sakana AIは本日、当社初の商用プロダクトとなるビジネス向けの自律型リサーチアシスタント「Sakana Marlin（サカナ・マーリン）」を提供開始しました。調査テーマを指示するだけで、最大約8時間にわたり自律的にリサーチを遂行し、構造化されたサマリースライドと数十ページの調査レポートを生成します。 👉 プロダクトページ： sakana.ai/marlin ... Sakana Marlin is an autonomous research assistant that completes in-depth strategy work in a matter of hours. We are excited to introduce Sakana Marlin, our first commercial product—an autonomous research assistant for business, built on our long-horizon reasoning technology. Give it a research topic, and Marli
  • Sakana Marlin — Your Virtual CSO — Sakana Marlinは、単なるディープリサーチアシスタントではありません。本来であればCSO（最高戦略責任者）とそのチームが数週間を費やすような、本格的な戦略リサーチを引き受ける自律型エージェントです。Sakana AI独自の技術を基盤に、推論時の計算リソースをスケールさせ、最大8時間に及ぶ連続的かつ自律的な推論を実行。一度テーマを設定すれば、人手を介さずに、仮説の立案・情報収集・Web探索・矛盾の解消を自ら繰り返します。
  • Sakana AI — Building Frontier AI in Japan — code execution built in. ### Sakana Marlin The ultimate solution for strategic decision-making An autonomous research agent that reasons for hours and returns analyst-grade strategy reports for M&A consultants, strategy departments, and think tanks.
  • Sakana Marlinアップデート：レポートと対話する「Interactive Reading」と、出力スライドのPowerPoint対応 — 、「 Sakana Marlin」に2つの機能を追加しました。 - Interactive Reading： ... 、その場で裏取り・深掘りできる読み方 - ... 今年6月に公開した「 Sakana Marlin」のコンセプトは、「リサーチはAIへ。人間は意思決定に集中する。」です。独自技術AB-MCTSを活用した最大8時間に及ぶリサーチで、仮説設定から情報収集、調査結果のレポート化までを、AIが自律的に行います。
  • 新しいBusiness Intelligenceへ：Ultra Deep Researchアシスタント「Sakana Marlin」βテスト開始 — Sakana AIは、当社初の商用プロダクトとして、独自のエージェント技術によるビジネス向けAIリサーチアシスタント「Sakana Marlin（サカナ・マーリン）」を開発し、βテスターの募集を開始します。 ... 重厚な戦略調査を担うことを目的に設計されています。調査テーマをプロンプトとして与えるだけで、AIが8時間近くにわたり自律的にリサーチを遂行し、 ... 。ユーザーは最初のテーマ設定を行うのみで、
  • Privacy Policy / Sakana Marlin — Marlin Privacy Policy (“ Privacy Policy”) explains how Sakana AI Co, Ltd. (“ we,” “ our,” or “ us”) collects, uses, retains, discloses, and otherwise processes your personal data in connection with our AI research report generation service named Sakana
  • From Japan, Products the World Will Use: An Interview with Sakana AI's Head of Product Development — Sakana Marlin is a service for high-quality research, built on AB-MCTS, a technique for deep reasoning over extended time. We aim to grow it into an AI service that serves as a sounding board for management — a virtual CSO (chief strategy officer).
  • Sakana AI — 日本から、フロンティアAIを — 、Fuguの真骨頂です。 ... ### Sakana Namazu 日本の感性で、考え、動くLLM 敬語やビジネス慣習まで自然にこなし、Web検索とコード実行を標準搭載。手頃な価格で利用できます。 ### Sakana Marlin 戦略リサーチを担う、あなたのVirtual CSO 仮説の立案・情報収集・検証を自律的に繰り返し、アナリスト品質の戦略レポートを書き上げるリサーチエージェント。M&Aコンサルタント、経営企画部門、シンクタンクの意思決定を支えます。

External links were grounded in one live web search. Search snippets are leads, not independently scraped page content; rejected links remain available in Review evidence.

17

Company, security, and trust

Ownership, policies, security signals, and public trust evidence.

SignalFindingSource
Company and ownershipSakana AI is a Tokyo-based Frontier AI R&D company founded by David Ha (CEO), Ren Ito (Chairman), and Llion Jones (CTO) in 2023. Our team, behind technologies such as The AI Scientist, Multi-Agent Orchestration Foundatiosource
Contact and support今すぐはじめるTry Sakana Marlin 法人お問い合わせContact Ussource
Legal and privacy調査テーマの複雑さや探索の深さに応じて変動しますが、目安は約8時間です。Sakana Marlinは即時応答型のリサーチツールではなく、AB-MCTSによって仮説立案・探索・検証を時間をかけて深く行うことで、意思決定に耐える品質のアウトプットを生成します。実行中はいつでもキャンセル可能ですが、クレジットは消費されますのでご注意ください。While it varies depending on the complexity of thesource
Security and complianceNot published on the collected pages.—
Uptime and status pageNot published on the collected pages.—
Domain registered2023-06-02—
Domain expires2033-06-02—

Not found on the collected pages: security and compliance, uptime and status page. This only means Scout did not find it on the pages it read; it says nothing about the company itself.

18

Documentation and product updates

Help resources, product guidance, and visible changes over time.

Resource or updateTypeWhat is availableDate or freshness
Career OpportunitiesRoadmapPublic product roadmap. (source)Not dated
Sakana Fugu — Multi-Agent System as a ModelProduct updateProduct update is publicly available. (source)Not dated

Not found in the collected public sources: changelog or release notes, status page, separate help center or knowledge base.

Technical

19

Technical and delivery signals

Delivery model, platforms, API, data ownership, reliability claims and release activity.

SignalFindingSource
Delivery model (cloud, self-hosted, desktop, browser extension)Web-based service, cloud-delivered S27.S27
Platforms and appsWeb platform; no native mobile or desktop apps mentioned S27.S27
API and extensibility (API, SDK, webhooks, MCP, plugins)Not published on the collected pages.—
Data ownership and exportNot published on the collected pages.—
Performance and reliability claimsResearch runs approximately 8 hours, with ability to cancel but credits consumed S27.S27
Release activityBeta testing announced S50.S50
20

Measured infrastructure

Domain, certificate, and hosting signals, measured directly.

SignalFinding
Domain registered2023-06-02 — NameCheap, Inc.
Domain expires2033-06-02
TLS certificateLet's Encrypt, valid, expires 2027-01-18
Security headersnone served
Headers not servedHSTS, CSP, X-Content-Type-Options, X-Frame-Options, Referrer-Policy
Server headerGitHub.com
Mail handled byms69656414.msv1.invalid, aspmx.l.google.com
Nameserversjoselyn.ns.cloudflare.com, gabriel.ns.cloudflare.com

Not measurable: wayback: rate limited by archive.org, ladder stopped after 1 probe(s); rdap: exceeded the overall budget; wayback: exceeded the overall budget; tls: exceeded the overall budget; dns: exceeded the overall budget; headers: exceeded the overall budget. A gap here means the lookup was unavailable, not that the finding is negative.

21

Technical site audit

A bounded multi-page crawl with page-level issues and URLs.

Scout — Bounded technical crawl

  • Pages crawled: 15 of 15 maximum
  • Technical health: 91/100
  • Critical issues: 0
  • Warnings: 21
  • Notices: 13

Issues

SeverityIssueValueAffected URL
warningMissing meta description—https://sakana.ai/
warningPage should have one primary H10https://sakana.ai/
warningMissing canonical URL—https://sakana.ai/
warningMissing meta description—https://sakana.ai/ja/
warningPage should have one primary H10https://sakana.ai/ja/
warningMissing canonical URL—https://sakana.ai/ja/
warningMissing meta description—https://sakana.ai/blog/
warningPage should have one primary H120https://sakana.ai/blog/
noticeImages are missing alt text149https://sakana.ai/blog/
warningMissing meta description—https://sakana.ai/rsi-lab/
noticeImages are missing alt text7https://sakana.ai/rsi-lab/
warningMissing meta description—https://sakana.ai/frontier-intelligence-group/
warningPage should have one primary H12https://sakana.ai/frontier-intelligence-group/
noticeImages are missing alt text7https://sakana.ai/frontier-intelligence-group/
warningMissing canonical URL—https://sakana.ai/fugu/
warningMissing canonical URL—https://sakana.ai/namazu/
warningMissing meta description—https://sakana.ai/careers/
noticeImages are missing alt text2https://sakana.ai/careers/
noticeMeta description length should be reviewed27https://sakana.ai/applied-careers/
warningMissing canonical URL—https://sakana.ai/applied-careers/
warningMissing meta description—https://sakana.ai/company-info/
warningMissing canonical URL—https://sakana.ai/company-info/
warningMissing meta description—https://sakana.ai/mufg-ai-lending/
noticeLow visible word count42https://sakana.ai/mufg-ai-lending/
noticeImages are missing alt text3https://sakana.ai/mufg-ai-lending/
warningMissing meta description—https://sakana.ai/smbc-proposal-ai/
noticeLow visible word count41https://sakana.ai/smbc-proposal-ai/
noticeImages are missing alt text3https://sakana.ai/smbc-proposal-ai/
warningMissing meta description—https://sakana.ai/daiwa-shoken-full-scale/
noticeLow visible word count44https://sakana.ai/daiwa-shoken-full-scale/
noticeImages are missing alt text3https://sakana.ai/daiwa-shoken-full-scale/
warningMissing meta description—https://sakana.ai/mic-project/
noticeLow visible word count94https://sakana.ai/mic-project/
noticeImages are missing alt text9https://sakana.ai/mic-project/

Crawled pages

StatusTitleH1sWordsResponseURL
200Sakana AI — Building Frontier AI in Japan0771221 mshttps://sakana.ai/
200Sakana AI — 日本から、フロンティアAIを0267390 mshttps://sakana.ai/ja/
200Sakana AI Blog20193792 mshttps://sakana.ai/blog/
200Introducing Sakana AI’s Recursive Self-Improvement (RSI) Lab11610101 mshttps://sakana.ai/rsi-lab/
200Introducing Sakana AI's Frontier Intelligence Group (FIG)21917106 mshttps://sakana.ai/frontier-intelligence-group/
200Sakana Fugu — Multi-Agent System as a Model13831118 mshttps://sakana.ai/fugu/
200Sakana Namazu — 日本の感性で、考え、動くLLM12305176 mshttps://sakana.ai/namazu/
200Sakana Marlin — Your Virtual CSO11645125 mshttps://sakana.ai/marlin/
200Career Opportunities11431108 mshttps://sakana.ai/careers/
200Applied Team Careers1493101 mshttps://sakana.ai/applied-careers/
200Corporate Info — Sakana AI160998 mshttps://sakana.ai/company-info/
200MUFGとSakana AIの「AI融資エキスパート」、実案件での検証フェーズへ14288 mshttps://sakana.ai/mufg-ai-lending/
200Sakana AI、SMBCグループと共同で複数AIエージェントを活用する「提案書自動生成アプリケーション」を開発141113 mshttps://sakana.ai/smbc-proposal-ai/
200Sakana AI、大和証券グループとの共同AIプロジェクトを本格展開フェーズへ移行 ウェルスマネジメント業務支援AIの開発を開始144101 mshttps://sakana.ai/daiwa-shoken-full-scale/
200Sakana AI、総務省事業においてSNS空間の可視化と偽・誤情報対策を行う独自技術を開発194107 mshttps://sakana.ai/mic-project/

This is a bounded Scout crawl. Core Web Vitals and Lighthouse scores are not claimed unless a dedicated performance audit is connected.

22

Search Console and Analytics

First-party search and behavioral data connection state.

Modeled acquisition channels

ChannelEstimated share
direct54.1%
search25.1%
search organic25.1%
search paid0.0%
social6.0%
social organic6.0%
social paid0.0%
referrals11.2%
paid referrals0.0%
mail1.2%
gen ai2.4%
affiliate0.0%
other0.0%

First-party connections

IntegrationStatusData available after connection
Google Search ConsoleNot connectedClicks, impressions, CTR, average position, queries, pages, countries, and devices
Google AnalyticsNot connectedOrganic sessions, engagement, landing pages, conversions, geography, and devices

No first-party Search Console or Analytics numbers are shown until the site owner authorizes the corresponding Google account. Scout traffic model values above are modeled estimates, not private analytics totals.

Limits and method

23

Limitations and open questions

Known constraints and missing evidence from the collected pages.

The collected pages do not mention any competitors. Evidence gaps include lack of detailed technical documentation, security certifications, and independent reviews. Open questions remain about data handling and export capabilities.

24

Sources, method, and limitations

Evidence inventory, collection method, provider use, and constraints.

This report is based on 9 collected pages from sakana.ai, including product pages for Marlin and Fugu, a beta announcement, and an insight report. The collector used static and browser rendering rendering; external proof search was enabled but only one web search was performed. Limitations include incomplete coverage of the site (9 of 15 pages) and reliance on vendor-provided information.

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