Глубокий анализ
7 паттернов которые мы нашли в YC dealflow
Помимо базовых таблиц — паттерны, которые проявились при кросс-анализе 2,745 компаний YC × 66 RFS тем × 15 батчей.
1. YC сейчас — это AI agents accelerator
Из 4,511 матчей две темы — AI-Native Service Companies и SaaS Challengers — дают 1,264 (28%). Добавь ещё три AI темы — половина dataset.
За 15 батчей (W22 → F26) доля AI-themed компаний выросла с ~25% в W22 до ~70% в F25. С учётом 2026 батчей паттерн однозначен: YC выбирает AI agents teams почти над всем остальным. Climate, hardware, consumer apps — остаточные.
2. Один партнёр контролирует треть dealflow
Latest 2024 RFS Далтона Колдвелла — 19 sub-тем — один матчит 1,511 компаний. Это больше чем следующие четыре партнёра вместе.
Каждую RFS тему championит конкретный YC партнёр. Aggregated по партнёру distribution сильно сконцентрировано: Dalton Caldwell владеет post-ChatGPT formalization umbrella. Gustaf Alströmer, Jared Friedman, Diana Hu — следующий tier — collectively владеют infrastructure и services formalizations.
3. Что ускоряется в 2026
ai_build_enterprise_sw добавил +127 net компаний между W26-F26 vs W25-F25. Software_for_agents добавил +33 — picks-and-shovels boom для agent infrastructure real.
Сравнивая последние 4 батча (W26/Sp26/S26/F26) с предыдущими 4 (S25-F25), некоторые темы ускоряются, другие decay. Pattern acceleration консистентен с 'agent economy' гипотезой: tools, infra, services для AI agents забирают всё.
4. Скрытые семантические кластеры
Компании часто матчатся к нескольким RFS темам. Top co-occurring pair — ai_native_service_companies + saas_challengers — появляется у 286 компаний. Это не разные RFS, это варианты одной идеи.
Когда две RFS темы матчат одни и те же компании очень часто — это signal что они функционально одна категория, dressed up в разный язык партнёров. Co-occurrence раскрывает реальные underlying кластеры.
5. Vanity vs реальные waves
2022 Climate RFS имел 22 sub-темы — 9 из них получили 0-1 матчей за 4 года. Но new_defense_tech (2024) с 4 матчей pre-launch до 16+ post-launch — real wave-starter.
Два разных паттерна: (1) RFS как branding — темы, которые YC анонсирует но не финансирует; (2) RFS как wave-starter — темы, которые drove реальное founder behavior. Climate — каноничный пример pattern 1. Defense, robotics, US manufacturing — pattern 2.
6. Какие темы выживают
Activity rate (% matched компаний всё ещё Active в YC directory) сильно varies по RFS. Some темы >95% живых; другие ниже 70% — half-life heavily зависит от категории.
Среди всех matched компаний 'Active' status — rough proxy 'still operating'. Темы с низкими Active rates имеют высокий churn — либо premature launches, либо weak product-market fit, либо capital-intensive paths.
Survivors (highest Active %)
Fragile темы (lowest Active %)
7. Кто пришёл первым
Для каждой major RFS темы — первые 3 matched компании. Founders, которые выбрали тему до того как YC дал ей label.
Некоторые из них теперь известны (Twenty, Harvey AI, etc); многие obscure. В любом случае — they были первым сигналом, что у темы есть pull. Месяцы или годы до того, как YC опубликовал RFS.
| Тема | Батч | Компания | One-liner |
|---|---|---|---|
| Advanced Energy Generation | Summer 2024 | Conductor Quantum↗yc | AI software for operating quantum computers |
| Advanced Energy Generation | Winter 2025 | Maritime Fusion↗yc | Fusion reactors for ships |
| Advanced Energy Generation | Fall 2025 | Zephyr Fusion↗yc | Powering tomorrow's industrial revolution in space |
| Climate Agriculture | Winter 2022 | Offbeast↗yc | We make plant-based steaks with an authentic texture |
| Climate Agriculture | Winter 2022 | Brown Foods↗yc | Making 'REAL' Cow and Human Milk! |
| Climate Agriculture | Winter 2022 | Alga Biosciences↗yc | We stop cows from burping methane. |
| AI Builds Enterprise Software | Winter 2022 | Query Vary↗yc | No-Code LLM Application / Workflow Builder |
| AI Builds Enterprise Software | Winter 2022 | Rownd↗yc | Build powerful AI solutions. Deploy anywhere. |
| AI Builds Enterprise Software | Winter 2022 | Stably AI↗yc | Makers of Orca (OSS Cursor) and Stably (AI testing platform) |
| AI Low-Pesticide Agriculture | Summer 2023 | Ohmic Biosciences↗yc | Genetically engineering plants for disease resistance. |
| AI Low-Pesticide Agriculture | Summer 2024 | ACX↗yc | Next-generation biocides for sustainable agriculture at scale |
| AI Low-Pesticide Agriculture | Winter 2025 | Red Barn Robotics↗yc | A Roomba for weeds on a farm. |
| AI-Native Discovery Engines | Winter 2023 | Epsilon↗yc | AI Search Engine for Academic Research |
| AI-Native Discovery Engines | Winter 2023 | FactIQ↗yc | Data Explorer for the US Economy |
| AI-Native Discovery Engines | Summer 2023 | Osium AI↗yc | Speed up materials innovation with Artificial Intelligence |
| AI-Native Service Companies | Winter 2022 | Agave↗yc | AI Financial Operations for Construction |
| AI-Native Service Companies | Winter 2022 | PolicyFly↗yc | Modernizing Specialty Insurance |
| AI-Native Service Companies | Winter 2022 | Postal↗yc | An AI native virtual address & mailroom for businesses. |
| AI OS for Companies | Summer 2022 | Stellar↗yc | AI-powered business goals |
| AI OS for Companies | Summer 2023 | HappyRobot↗yc | Intelligence that runs your operations. |
| AI OS for Companies | Winter 2024 | Pazi↗yc | Platform where autonomous companies are built |
| AI Personalized Medicine | Winter 2022 | RTHM↗yc | Simplifying complex illness care at scale |
| AI Personalized Medicine | Winter 2022 | Mederva↗yc | Longevity for the 99%. |
| AI Personalized Medicine | Winter 2022 | Nest Genomics↗yc | Software to launch and integrate genetics into clinical care |
| Apps & Agents Onchain | Winter 2022 | Poko↗yc | Seamless Fiat Payments for Web3 |
| Apps & Agents Onchain | Winter 2022 | Magna↗yc | Carta for Web3: token vesting and DeFi investment management. |
| Apps & Agents Onchain | Winter 2022 | Partna↗yc | Unlock African payments |
| Batteries | Winter 2023 | Atmeto↗yc | We develop ML that optimizes how batteries in the grid store energy |
| Batteries | Summer 2024 | Rewbi↗yc | Rewbi uses AI to increase grid-connected battery storage revenue 2x |
| Batteries | Winter 2026 | Voxel Energy↗yc | Energy independent data centers with solar and repurposed batteries. |
| Carbon Accounting Software | Winter 2022 | Unravel Carbon↗yc | Enterprise software for companies to track & reduce their carbon… |
| Carbon Accounting Software | Winter 2022 | Aklimate↗yc | Software for enterprises to track and reduce supply chain emissions |
| Carbon Accounting Software | Summer 2023 | Nectar↗yc | Manage energy cost & usage with AI for facility & sustainability teams |
| Carbon Removal & Capture | Winter 2022 | Pina Earth↗yc | Unlocking carbon markets for European forest owners |
| Carbon Removal & Capture | Winter 2022 | Phase Biolabs↗yc | We make carbon negative chemicals from CO2 using fermentation |
| Carbon Removal & Capture | Winter 2022 | Seabound↗yc | Carbon capture equipment for ships |
| Climate Intelligence | Winter 2022 | Wyvern↗yc | High-res hyperspectral pictures of Earth from space |
| Climate Intelligence | Summer 2022 | Array Labs↗yc | We're building satellites to create a real-time 3D map of the world. |
| Climate Intelligence | Summer 2023 | Orbio Earth↗yc | Tracking methane emissions with satellites |
| Commercial Open Source | Winter 2022 | Requestly↗yc | Open-Source Postman alternative |
| Commercial Open Source | Winter 2022 | Tuva Health↗yc | Open source software that cleans and transforms messy healthcare data. |
| Commercial Open Source | Winter 2022 | Hydra↗yc | Serverless Analytics on Postgres |
| Company Brain | Winter 2022 | RefineTrain AI↗yc | AI agents rewriting & optimising your internal documentation for LLMs |
| Company Brain | Winter 2022 | Mintlify↗yc | The intelligent knowledge platform |
| Company Brain | Winter 2022 | Spinach AI↗yc | The System of Action for Conversation Data |
| Counter-Swarm Defense | Summer 2024 | Theseus↗yc | GPS Denied Navigation for Drones |
| Counter-Swarm Defense | Summer 2024 | Guardian RF↗yc | Drone detection for US defense and national security |
| Counter-Swarm Defense | Spring 2025 | Notus Autonomous Systems↗yc | Arbitrary size interference resistant drone swarms using EHF radios |
| Critical Minerals | Winter 2022 | Impossible Metals↗yc | Underwater robotic vehicles that collect battery metals responsibly |
| Critical Minerals | Summer 2022 | MaverickX↗yc | Engineering the future of chemistry for natural resource extraction |
| Critical Minerals | Summer 2024 | Mineflow↗yc | Mineflow predicts the shape and location of mineral deposits |
| Devtools (Internal-inspired) | Winter 2022 | Massdriver↗yc | Deploy secure, scalable cloud infrastructure in minutes not days |
| Devtools (Internal-inspired) | Winter 2022 | Nullstone↗yc | An easier way to deploy and manage cloud apps |
| Devtools (Internal-inspired) | Winter 2022 | Requestly↗yc | Open-Source Postman alternative |
| Dynamic Software Interfaces | Winter 2023 | Alloy↗yc | AI Prototyping for Product Management |
| Dynamic Software Interfaces | Winter 2025 | Onlook↗yc | Cursor for Designers |
| Dynamic Software Interfaces | Winter 2025 | Tweeks.io↗yc | Lovable for Chrome Plugins |
| Education Tech | Winter 2022 | Marathon Education↗yc | We provide live after-school tutoring to K-12 students in Vietnam |
| Education Tech | Winter 2022 | MySivi↗yc | MySivi - AI English Speaking Practice App |
| Education Tech | Winter 2022 | Koala↗yc | Minecraft for Teachers |