llms.txt
# TinyFish
> TinyFish provides enterprise infrastructure for AI web agents. Run hundreds of websites simultaneously to navigate, authenticate, extract data, and automate web workflows with a fully serverless architecture.
## Key Pages
- [TinyFish](https://www.tinyfish.ai): Enterprise infrastructure for AI web agents — navigate, authenticate, extract, and automate across hundreds of sites.
- [Free Search & Fetch](https://www.tinyfish.ai/free-search-fetch): Free Search and Fetch APIs: live web search and full-page fetch built for AI agents.
- [Search API](https://www.tinyfish.ai/search): Web search API for AI agents, free on every plan. Benchmarked for accuracy and latency against Tavily, Exa, Parallel, and Firecrawl: more accurate results returned as clean structured JSON.
- [Benchmarks](https://www.tinyfish.ai/benchmarks): How TinyFish Search, Fetch, and Web Agent perform against alternatives on the benchmarks that matter for agents: SimpleQA, Fetch quality, BrowseComp, WebVoyager, and Online-Mind2Web. Results also embedded as JSON-LD on the page.
- [Pricing](https://www.tinyfish.ai/pricing): Usage-based pricing, no plans and no monthly minimum. Search and Fetch are free within rate limits, including at a $0 Wallet balance; Agent is $0.016 per step and Browser is $0.002 per minute, metered against prepaid Wallet funds.
- [Enterprise](https://www.tinyfish.ai/enterprise): What TinyFish runs for enterprise teams, the industries where it runs in production, and how it stays secure.
- [Partners](https://www.tinyfish.ai/partners): The Data Partner Alliance: leading data providers, curated by category, reachable from agents running on TinyFish.
- [Integrations](https://www.tinyfish.ai/integrations): Connect TinyFish to the tools and platforms in your stack.
- [Customers](https://www.tinyfish.ai/customers): Customer stories and outcomes built on TinyFish.
- [About](https://www.tinyfish.ai/about): TinyFish: the company building infrastructure for AI web agents.
- [Accelerator](https://www.tinyfish.ai/accelerator): The TinyFish accelerator program for founders.
- [Blog](https://www.tinyfish.ai/blog): Product updates, engineering, and research from TinyFish.
## Compare
- [TinyFish vs Exa](https://www.tinyfish.ai/compare/tinyfish-vs-exa): TinyFish vs Exa: 49.2% vs 38.4% top-result accuracy, 93% vs 73% live fetch coverage, and free Search and Fetch. See the benchmarks.
- [TinyFish vs Firecrawl](https://www.tinyfish.ai/compare/tinyfish-vs-firecrawl): TinyFish vs Firecrawl: 90.5% vs 61.7% content signal, 93% vs 62% fetch coverage, plus a web agent and stealth browser. Search and Fetch free.
- [TinyFish vs Parallel](https://www.tinyfish.ai/compare/tinyfish-vs-parallel): TinyFish vs Parallel: 3x faster search, 93% vs 58% fetch coverage, and an agent that acts on pages. Search and Fetch are free.
- [TinyFish vs Tavily](https://www.tinyfish.ai/compare/tinyfish-vs-tavily): TinyFish vs Tavily: 2x faster search, 49.2% vs 45.6% accuracy, 90.5% vs 77.2% content signal, plus a web agent. Search and Fetch are free.
## Industries
- [Retail and Consumer Goods](https://www.tinyfish.ai/enterprise/retail-and-consumer-goods): Own the Digital Shelf
- [Travel and Hospitality](https://www.tinyfish.ai/enterprise/travel-and-hospitality): Optimize Every Journey
- [Technology](https://www.tinyfish.ai/enterprise/technology): Architect Data Flow
- [Financial Services](https://www.tinyfish.ai/enterprise/financial-services): Secure Your Edge
- [Healthcare](https://www.tinyfish.ai/enterprise/healthcare): Unify Healthcare Data
- [Sports](https://www.tinyfish.ai/enterprise/sports): Master the Game
## Customer Stories
- [ClassPass](https://www.tinyfish.ai/customers/classpass): Keeping 32,000+ studio schedules accurate without manual checking
- [GetGo](https://www.tinyfish.ai/customers/getgo): Re-checking a fast-moving market throughout the day
- [Digital Garage](https://www.tinyfish.ai/customers/digital-garage): Making fragmented web intelligence operational in Japan
- [Google Hotels](https://www.tinyfish.ai/customers/google-hotels-japan): Reaching long-tail hotel supply in Japan that standard integrations miss
- [DoorDash](https://www.tinyfish.ai/customers/doordash): Managing web interaction complexity at global scale
- [Grubhub](https://www.tinyfish.ai/customers/grubhub): Turning messy web signals into a repeatable operating system
- [The Zebra](https://www.tinyfish.ai/customers/the-zebra): Compressing insurance quote turnaround into seconds
- [TestSprite](https://www.tinyfish.ai/customers/testsprite): Seamless browser execution as part of a fully autonomous testing pipeline
## Blog
- [When Jev Breaks: Lessons From Building a Fast Web Agent](https://www.tinyfish.ai/blog/jev-web-agent-speed-failures): Jev made decisions fast enough to shift the bottleneck to the browser. An engineer’s account of what worked, where the agent failed, and the lessons for building faster web agents.
- [TinyFish for Students: A Student Ambassador Program for AI Builders (2026)](https://www.tinyfish.ai/blog/student-ambassador-program): What a student ambassador program is, the kinds you can join, and how TinyFish for Students works, from your first build to Campus Lead.
- [What Is Hermes Agent and How To Use It With TinyFish?](https://www.tinyfish.ai/blog/how-to-use-hermes-agent-with-tinyfish): Learn how to install Hermes Agent and connect it to TinyFish. This step-by-step guide covers model configuration, plugin setup, and practical examples of using TinyFish Search, Fetch, and TinyAgent for live web research and website automation.
- [How to Use TinyResearch for Cited Reports from the Live Web](https://www.tinyfish.ai/blog/how-to-use-tinyresearch-for-cited-reports): Learn how to use TinyResearch in the playground or through its deep research API to create cited reports from the live web, choose research modes, and filter sources.
- [We set a goal of 100K users by October and hit 300K](https://www.tinyfish.ai/blog/we-set-a-goal-of-100k-users-by-october-and-hit-300k)
- [300,000 Users and the Outcome Era](https://www.tinyfish.ai/blog/300-000-users-and-the-outcome-era)
- [Buy vs. Build Web Datasets: Costs, Tools, and Trade-Offs](https://www.tinyfish.ai/blog/buy-vs-build-web-datasets): Should you buy a ready-made dataset, build your own web scraping pipeline, or use AI agents to collect the data? This guide compares the costs, limitations, and trade-offs of each approach, with vendor pricing and a practical 500-row dataset example.
- [How to Monitor a Website for Changes with TinyMonitor](https://www.tinyfish.ai/blog/how-to-monitor-a-website-for-changes-with-tinymonitor): Monitor website changes without manually checking the same pages over and over. This guide shows how to use TinyMonitor to track meaningful updates with the dashboard, REST API, webhooks, and MCP, and get notified when the changes you care about happen.
- [How to Become a Brand Ambassador with No Experience (and Get Paid) in 2026](https://www.tinyfish.ai/blog/how-to-become-a-brand-ambassador): Learn how to become a brand ambassador with no experience, find programs worth joining, build credibility, get paid, and avoid common ambassador scams.
- [How to Become a Developer Advocate (DevRel) with No Experience (2026)](https://www.tinyfish.ai/blog/how-to-become-a-developer-advocate): Learn what developer advocates do, the skills the role requires, what DevRel pays, and how to start building a Developer Relations career with no experience.
- [How to Organize a Hackathon: Step-by-Step Guide + Free Checklist (2026)](https://www.tinyfish.ai/blog/how-to-organize-a-hackathon): Learn how to organize a hackathon from planning to event day, covering formats, timelines, budgets, sponsors, judging, prizes, and a checklist you can follow.
- [How to Host a Tech Meetup: Step-by-Step Guide + 20 Event Ideas (2026)](https://www.tinyfish.ai/blog/how-to-host-a-tech-meetup): Plan your first tech meetup from start to finish, including the format, venue, budget, speakers, promotion, and run-of-show, plus 20 event ideas to try.
- [How to Grow a Discord Server from Scratch (for Tech and Student Communities, 2026)](https://www.tinyfish.ai/blog/how-to-grow-a-discord-server): Learn how to grow a Discord server from scratch, attract your first 100 members, improve onboarding, and build a community people actually return to.
- [How to Get Sponsors for Your Event or Hackathon (+ Email Template)](https://www.tinyfish.ai/blog/how-to-get-sponsors-for-an-event): Learn how to find and pitch sponsors for your event or hackathon, create sponsorship tiers, build a simple deck, and write outreach that gets responses.
- [What Is an AI Agent? Explained for Students (and How to Build One)](https://www.tinyfish.ai/blog/what-is-an-ai-agent): Learn what AI agents are, how they differ from chatbots and automation, and how students can build their first agent with or without code.
- [Best AI Agents for Students in 2026 (Free and Paid)](https://www.tinyfish.ai/blog/best-ai-agents-for-students): Compare the best AI agents for students in 2026, including free and paid tools for studying, research, coding, live web tasks, and everyday student workflows.
- [How to Find Internships in College with an AI Agent (+ Free Tracker Template)](https://www.tinyfish.ai/blog/how-to-find-internships-with-ai): Learn how to find internships in college, where to look, when to apply, and how an AI agent can find, verify, and track open roles for you.
- [15 AI Hackathon Ideas and How to Win with Them (2026)](https://www.tinyfish.ai/blog/how-to-win-a-hackathon-with-ai): 15 AI hackathon ideas that use live web data, plus how to plan your build time, create a memorable demo and stand out to judges.
- [Web Scraping Project Ideas with Source Code (Python and No-Code, 2026)](https://www.tinyfish.ai/blog/web-scraping-project-ideas): Explore 20 web scraping project ideas with source code, from beginner Python projects to AI agents that can work with dynamic and complex websites.
- [Build a Dataset with AI Using TinySet (Step-by-Step Guide)](https://www.tinyfish.ai/blog/build-a-dataset-with-ai-using-tinyset): Build a sourced dataset from a single sentence using TinySet. This step-by-step guide covers how to collect information across websites, review dataset columns and sources, and turn web data into a structured table with AI.
- [College and Campus Ambassador Programs Open Now (2026)](https://www.tinyfish.ai/blog/campus-ambassador-programs)
- [25 AI Project Ideas with Source Code for Students (2026)](https://www.tinyfish.ai/blog/ai-project-ideas-for-college-students)
- [How to Automate Websites with Claude Using TinyFish](https://www.tinyfish.ai/blog/automate-websites-with-claude-using-tinyfish): Claude can already interact with websites, but TinyFish gives it another way to search, navigate, and operate live web applications. This guide walks through connecting TinyFish to Claude, with practical examples for reading articles, filling forms, updating Google Sheets, and checking authenticated dashboards.
- [How to Make Money as a College Student by Building AI (2026)](https://www.tinyfish.ai/blog/make-money-building-ai-as-a-student)
- [Build Your First Web Agent in 15 Minutes, Student Edition (No Code Needed)](https://www.tinyfish.ai/blog/build-your-first-web-agent-student-edition)
- [12 Community Ambassador Programs to Lead in Your City in 2026](https://www.tinyfish.ai/blog/community-ambassador-programs)
- [ChatGPT for Students: 10 Ways to Use It with Live Web Data (2026)](https://www.tinyfish.ai/blog/tinyfish-in-chatgpt-student-use-cases)
- [Claude for Students: 10 Ways to Use It on the Live Web (2026)](https://www.tinyfish.ai/blog/tinyfish-in-claude-student-use-cases)
- [How to Use TinyMonitor: API, MCP, Pricing, and Examples](https://www.tinyfish.ai/blog/how-to-use-tinymonitor): Learn how to use TinyMonitor to monitor public pages and search topics, set up alerts, create monitors through the API or MCP, and understand pricing and limits.
- [10 Best Google Alerts Alternatives in 2026](https://www.tinyfish.ai/blog/google-alerts-alternatives): Google Alerts works for basic keyword tracking, but it can be noisy and isn’t built for page changes or developer workflows. Compare 10 Google Alerts alternatives for web mentions, page monitoring, social listening, and APIs.
- [Best Developer and AI Ambassador Programs in 2026](https://www.tinyfish.ai/blog/developer-ambassador-programs)
- [How to Get $35 in Free AI Agent Credits as a Student](https://www.tinyfish.ai/blog/free-ai-agent-credits-for-students)
- [From 100K to 200K users in 18 days](https://www.tinyfish.ai/blog/from-100k-to-200k-users-in-18-days)
- [How to Create a Google Form With ChatGPT Using TinyFish](https://www.tinyfish.ai/blog/create-a-google-form-with-chatgpt-using-tinyfish): ChatGPT can help plan a Google Form, but TinyFish can take the workflow into the browser and build the draft for you. This guide shows how to create a Google Form from a prompt, connect your Google account, review the finished form, and make changes before publishing.
- [Free AI Tools for Students in 2026: Credits, Plans and Who Qualifies](https://www.tinyfish.ai/blog/free-ai-credits-for-students)
- [8 Best ChatGPT Plugins in 2026: Tools Worth Using](https://www.tinyfish.ai/blog/best-chatgpt-plugins): A practical guide to the best ChatGPT plugins in 2026, including TinyFish for live web tasks, Composio for multi-app workflows, GitHub, Slack, Canva, and more.
- [The Outcome Era: Why Enterprise AI Agents Need an Execution Factory](https://www.tinyfish.ai/blog/enterprise-ai-agents-execution-factory): Enterprise AI agents are moving beyond impressive demos toward persistent, production-scale execution. As intelligence gets cheaper, the harder problem is building the infrastructure that makes agent outcomes reliable, recoverable, observable, and economical at scale.
- [TinyFish Ambassador Program: Tiers, Rewards and How to Join](https://www.tinyfish.ai/blog/tinyfish-ambassador-program)
- [TinyFish Student Program: Tiers, Rewards and How to Join](https://www.tinyfish.ai/blog/tinyfish-student-program)
- [Introducing the TinyFish Students and Ambassadors Programs](https://www.tinyfish.ai/blog/tinyfish-students-and-ambassadors-programs)
- [What Is Jev AI? A Beginner’s Guide to TypeSafe’s System One Model](https://www.tinyfish.ai/blog/what-is-jev-ai): Jev AI is TypeSafe AI’s System One model for making fast, structured decisions from supplied state. This guide explains how Choice, Score, and Noul work, where Jev fits alongside LLMs, and its key use cases, limits, pricing, and API model.
- [How Photon Built Live Lead Research Directly Into iMessage With TinyFish](https://www.tinyfish.ai/blog/photon-partners-with-tinyfish)
- [Claude Code Context Window: What Fills It, What It Costs](https://www.tinyfish.ai/blog/claude-code-context-window): See what fills the Claude Code context window, how repeated input affects your bill, and why long sessions lose accuracy. Explore practical ways to manage context with compaction, fresh sessions, skills, subagents, and cleaner web content.
- [Prompt Compression and Caching](https://www.tinyfish.ai/blog/prompt-compression-and-caching): Prompt compression reduces what an agent sends to a model; caching makes repeated input cheaper. Compare four approaches on the same task, explore provider pricing, and learn how to diagnose cache misses and measure cost per successful run.
- [The web is getting its second user](https://www.tinyfish.ai/blog/the-web-is-getting-its-second-user): AI agents are becoming a new kind of web user, changing how information is accessed, credited, and consumed. TinyFish's Head of Product explores what this shift means for the web and why the Data Partners Alliance is a step toward serving it.
- [The Objections Are the Deal: Startup Sales Lessons](https://www.tinyfish.ai/blog/sales-objection-handling-startups): At GTM Academy in San Francisco, our cofounder Sudheesh Nair sat down with Nishkarsh, founder of HydraDB, and worked through the questions a buyer actually asks. Not the pitch. The pushback.
- [Building a HubSpot enrichment loop with TinyFish](https://www.tinyfish.ai/blog/hubspot-enrichment-tinyfish): See how TF built an automated HubSpot enrichment loop with TinyFish Search and Fetch to research companies, validate findings, and write sourced account data directly into the CRM.
- [Introducing TinyMonitor: Subscribe to the web](https://www.tinyfish.ai/blog/introducing-tinyfish-monitor-subscribe-to-the-web)
- [Search should be free, especially for AI agents](https://www.tinyfish.ai/blog/search-should-be-free-especially-for-ai-agents)
- [The Complete Guide to CRM Data Enrichment](https://www.tinyfish.ai/blog/crm-data-enrichment): Discover how CRM data enrichment works, what data to enrich, and the best practices for maintaining a complete, reliable customer database.
- [How scam.ai verifies hiring candidates and insurance claims with TinyFish](https://www.tinyfish.ai/blog/scamai-tinyfish-hiring-insurance-claims-verification): scam.ai's Reality runs TinyFish Search and Fetch to find out who a candidate or a claim actually is, checks the file itself, and hands a reviewer a packet that stops at an explicit state instead of a verdict.
- [Search API Benchmark 2026: What Artificial Analysis Shows](https://www.tinyfish.ai/blog/search-api-benchmark): How do Search APIs perform inside an AI agent workflow? This benchmark comparison looks at 12 configurations across search quality, cost, latency, and task-level performance, including TinyFish, Perplexity, Firecrawl, Exa, Parallel, and others.
- [Agentic Search Architecture: How Production-Ready Search Agents Work](https://www.tinyfish.ai/blog/production-agentic-search-architecture)
- [Enterprise Sales for Founders: A GTM Playbook from TinyFish and Airwallex](https://www.tinyfish.ai/blog/enterprise-sales-airwallex-tinyfish): Last week we filled a room in San Francisco with founders, almost all of them selling something right now. Sudheesh Nair, TinyFish's cofounder, has built two enterprise companies. Philipp Reichardt is VP of Enterprise for the Americas at Airwallex, and joined five and a half years ago to launch the business in the US.
- [Agentic Context Engineering: ACE Framework and Practices](https://www.tinyfish.ai/blog/agentic-context-engineering): Agentic context engineering turns agent context into an evolving playbook, a method formalized by the Stanford ACE framework that lifted agent scores 10.6%.
- [Context Engineering vs Prompt Engineering: 5 Key Differences](https://www.tinyfish.ai/blog/context-engineering-vs-prompt-engineering): Prompt engineering shapes how you instruct a model while context engineering controls everything the model knows, making prompting a subset of context work.
- [Agentic Search vs RAG: Which One to Choose? 2026 guide](https://www.tinyfish.ai/blog/agentic-search-vs-rag-which-one-to-choose)
- [Context Rot: How Long Inputs Degrade LLM Accuracy in 2026](https://www.tinyfish.ai/blog/context-rot): Context rot is the decline in LLM accuracy as input grows. Chroma tested 18 frontier models and found all of them degrade well before context is full.
- [Agentic Search Explained: How AI Agents Use the Web in 2026](https://www.tinyfish.ai/blog/agentic-search): Agentic search is a retrieval method where an AI agent plans queries, reads live results, and refines its search in a loop until the task is answered.
- [The LLM Context Window, Explained](https://www.tinyfish.ai/blog/llm-context-window)
- [9 Agentic Search Tools Ranked by Index Points per Dollar](https://www.tinyfish.ai/blog/agentic-search-tools): Bots now make up 53% of web traffic, and every one of them needs a search API that returns model-readable results without blowing up the token bill. I ranked nine agentic search tools, TinyFish included, on a single number: Artificial Analysis Search Index points per dollar of total task cost. The spread is six to one between the top and bottom
