WillItSurvive

YC Spring 2026

Early reads. These 713 companies across 4 YC batches were assessed in July 2026 on limited public evidence. None is hard to displace, and 4 are defensible for now. These standings rest on less evidence than the rest of the site.

203 companies assessed. 168 of them, 82.8%, sit in the two least protected bands. Across all 10,525 companies assessed the share is 53.3%.

The picture

This batch shows what happens when a lot of smart people build in the same three months, using the same models, watching the same demos. Out of 203 companies, 124 are already losing its protection and only one is holding up with real caveats attached. That is not a harsh grading curve, it is what the numbers say plainly: most very young AI companies are entering rooms that are already full. The crowding is obvious in specific spots. Coding-agent wrappers keep getting built on top of Claude Code and Codex, right as Anthropic, OpenAI, and GitHub fold the same features into tools people already use for free. Counter-drone startups are racing Anduril and Picogrid for defense budgets that are getting locked up before the startups land a first customer. Sales, marketing, and support agents are landing on top of HubSpot, Salesforce, and Zendesk, who are shipping the same agent features natively. The one thing separating the small group with real footing from the rest is not the tech, it's whether the founders picked a spot where a giant platform doesn't already own the exact same workflow. Harbor, running actual paid clinical trials, and a handful of niche hardware or vertical plays with slow-moving incumbents, show the opening is real when it's narrow and unglamorous. The wide-open finance, avatar, and app-builder ideas mostly aren't.

All 203 companies, most protected first
CompanyStanding
Harbor
AI-native CRO that built a Part 11 EDC system and now runs full clinical trials.
Defensible for now
9 Mothers
Builds AI-guided, RF-silent acoustic turrets and mission systems for counter-drone defense
Protection under test
Advanced Metal Research
Early-stage startup building AI robots to automate American welding shops
Protection under test
AquaShield
AI-powered clamp-on water leak detection sensors for commercial and residential buildings
Protection under test
Ardent
Ardent gives AI coding agents instant, disposable clones of any Postgres database
Protection under test
Astraea
Astraea builds AI agents that automate clinical trial biometrics and submission-ready data packages for pharma.
Protection under test
Clawvisor
Gateway that authorizes and audits what AI agents can do, task by task
Protection under test
Discovered Materials
Two-person startup using AI agents and DFT to find new chip interconnect materials
Protection under test
Dispatch
Builds refurbishable reentry vehicles to carry microgravity manufacturing payloads back from orbit
Protection under test
Flowscope
AI agents that shadow employees to map and automate business workflows
Protection under test
Framewise Health
Two-person YC startup turning EHR discharge data into AI patient-education videos
Protection under test
General Aviation
Startup building satellite-linked ATC for US airports with no control tower
Protection under test
General Instinct
Pre-product startup building a vendor-neutral inference layer for physical AI on edge devices
Protection under test
Hessian
Forward-deployed AI agents that embed engineers with clients to automate ops, sales, finance
Protection under test
Hexa
Hexa builds AI agents that automate quoting, order entry, procurement, and AP/AR for industrial distributors.
Protection under test
Humwork
MCP tool that lets AI coding agents pay humans for live help when stuck
Protection under test
InLoop Robotics
Startup building bimanual robotic arms that pick and pack warehouse orders.
Protection under test
Inth
Open-source consent management tool aiming to become paid enterprise privacy governance
Protection under test
KelAI
KelAI sells an autonomous AI research and signal-generation engine to hedge funds and traders
Protection under test
Klaimee
Startup that certifies AI agents for risk and sells liability coverage for their failures
Protection under test
Kuli
AI coworker that runs influencer and content campaigns for brands like Disney and Nivea
Protection under test
Minicor
Startup that automates legacy Windows desktop software using AI agents
Protection under test
OpenWork
Open source, self-hostable, multi-model alternative to Claude Cowork for AI agent orchestration
Protection under test
Pairio
AI mobile app that helps factory technicians diagnose and fix broken machines
Protection under test
Parrot
Agentic software that runs auto collision shops, from estimates to insurance paperwork
Protection under test
PerfectBit, Inc.
Two-person YC startup selling verifier-checked synthetic training data to frontier AI labs
Protection under test
Playabl.ai
YC-backed swipeable feed of AI-generated browser games, built by a 10-person team
Protection under test
Ploy
AI platform that builds and runs marketing sites and growth funnels for startups
Protection under test
Prism
AI-native recruiting agency using agents to source, screen, and place candidates for a flat 15% fee
Protection under test
Prototyping.io
YC startup automating CAD-to-CNC-part quoting and machining with AI
Protection under test
qomplement
YC startup building AI agents to run supply chain ERP tasks like PO matching and invoicing
Protection under test
RASPIRE
No-code, AI-driven runtime shielding that hardens mobile apps against tampering and fraud
Protection under test
Sherpa
Sherpa embeds one line of code that auto-generates and A/B tests website copy
Protection under test
Standout
AI agent that matches engineers to hiring companies, paid only on placement
Protection under test
Voquill
Voice AI scribe that drafts pathology reports and suggests CPT billing codes
Protection under test
AbInitio Bio
AI foundation models that predict drug manufacturing outcomes like titer and aggregation
Losing its protection
Adialante
Adialante builds low-cost, no-capex mobile MRI scanners for cancer screening in clinics
Losing its protection
AICE
Two-person startup building modular underwater drones for Navy defense missions
Losing its protection
Akkari
Akkari builds an AI agent that tracks customer commitments across Slack, email, calls, and CRMs
Losing its protection
Alchemize
YC-backed startup building AI-native customs brokerage software for importers
Losing its protection
Allowance
Startup building virtual-card spend controls so AI agents can shop with limits
Losing its protection
Amboras
AI agent that auto-builds and optimizes online stores, competing with Shopify
Losing its protection
Andustry
AI-native broker matching SMEs to industrial equipment suppliers fast
Losing its protection
Apollo Atomics
Startup building compact, truck-transportable nuclear reactors for power-hungry data centers
Losing its protection
Apollo Atomics, Inc.
Startup building ultra-compact factory-built nuclear reactors for AI data centers
Losing its protection
Ara
Two-person startup building a self-driving IDE that wraps Claude and Codex for coding tasks
Losing its protection
Archer
Archer pays AI-labor contractors worldwide in stablecoins, with yield on idle balances
Losing its protection
Arctic Health
AI-native platform automating provider credentialing and payer enrollment for clinics
Losing its protection
Arden
AI-native internal audit startup automating SOX control testing with software agents
Losing its protection
Arga Labs
Builds stateful digital twins of SaaS apps so AI coding agents can test changes without touching production
Losing its protection
Arlo Industries
Early-stage startup building passive optical sensing to spot drones and missiles
Losing its protection
Armature
Armature builds tools to monitor and optimize how AI agents experience your product (YC P26)
Losing its protection
Arzana
AI agents that automate quoting, order entry, and back-office work for factories
Losing its protection
Asendia AI
AI recruiter that clones a staffing agency's best recruiter into a voice/screening agent
Losing its protection
Aseon Labs
Builds parking-lot pods that auto-clean and charge robotaxis between rides
Losing its protection
Atrisa
AI agents that turn plain-language descriptions into analog circuit designs and simulations
Losing its protection
Autostep
Desktop app that watches work, finds automatable tasks, builds the agents to run them
Losing its protection
Auxos
YC-backed startup building AI clones of real customers for market research
Losing its protection
Avea Robotics
Software letting humans remotely take over robots when autonomy fails
Losing its protection
BentoLabs AI
Self-learning fix-loop that watches AI agents and patches their own errors over time
Losing its protection
Biostack
Sells healthcare data and RL training environments to AI labs, founded 2025
Losing its protection
BioStack Platforms
Builds healthcare training environments and reward functions for AI models
Losing its protection
Callab AI
AI voice agents that plug into legacy on-prem phone systems (PBX/SIP) for call centers
Losing its protection
CharacterQuilt
AI agents that log into HubSpot, Salesforce and other tools to deploy marketing campaigns for you
Losing its protection
Chronicle Labs
Builds staging environments that replay real production data to test AI agents before deployment
Losing its protection
Cignara
Early-stage AI chat/voice support agent for Fortune 500 companies, YC P26
Losing its protection
Clara
AI-native primary care practice with licensed clinicians reviewing AI-drafted care
Losing its protection
Cohesion
AI agents that automate equity research for institutional investors using public data
Losing its protection
Complir
Software that turns product compliance paperwork into automated SKU checks
Losing its protection
Datost
Slack-based AI analyst that answers data questions from your warehouse
Losing its protection
Dayjob
AI scheduling agent for short haul waste trucking, plugged into ERP systems
Losing its protection
Drafted
AI tool that generates free, editable custom home floor plans from a text prompt
Losing its protection
Eden Robotics
Early-stage robots-as-a-service startup charging $10/hour for autonomous robot labor
Losing its protection
Enjamb
Agentic AI workspace helping drug teams draft trials, stats, and FDA filings
Losing its protection
Expanse
Software that predicts GPU/HPC resource needs and diagnoses cluster failures
Losing its protection
Final Dose
Stealth YC startup building one injectable drug meant to recognize and kill any cancer by DNA sequence
Losing its protection
Foaster
A 2-person YC startup selling AI-agent diagnostics to replace parts of consulting work
Losing its protection
Fuchsia
AI-native platform that helps hardware makers pass FCC, CE, UL, FDA and ISO certifications faster
Losing its protection
Gigacatalyst
AI agents let SaaS users build in-app features using the host vendor's own APIs
Losing its protection
GojiberryAI
AI agent that finds buyers and runs LinkedIn outreach for sales teams
Losing its protection
GovGuard
Startup automating FOIA request handling and redaction for city and state governments
Losing its protection
Gravy
Local-first AI agent that tracks spending, answers money questions, aims to act on your behalf
Losing its protection
Hedge
AI-native wholesale broker placing hard-to-place specialty risks for retail agents
Losing its protection
HEVN, inc
Startup selling virtual bank accounts and cards to non-US exporters blocked from Brex, Ramp, Mercury
Losing its protection
HeyClicky
Mac menu-bar voice AI buddy that watches your screen and talks to agents
Losing its protection
Hub
Hub collects real-world egocentric video to sell as training data for physical AI and robots
Losing its protection
Huscarl
2-person AI startup helping companies form and run their own captive insurance
Losing its protection
Hyper
Hyper builds a shared context layer feeding company data to AI coding agents
Losing its protection
Imperfect
AI coaching app that adjusts training plans around real-life disruptions for athletes
Losing its protection
Infera
Lets scientists control lab instruments by typing plain-English commands
Losing its protection
InstaAgent
AI agency turning one brief into hundreds of persona-targeted ad creatives
Losing its protection
Intelligence Factory
Early-stage studio building robot manipulation AI trained on glove-captured human demos
Losing its protection
jo
jo is a personal AI agent app for inbox, calendar, and daily life tasks
Losing its protection
Juno
Chat app that helps chronic illness patients track symptoms and patterns using AI
Losing its protection
Keyframe Labs
Two-person startup selling a real-time AI avatar API for video calls
Losing its protection
Kimpton AI
AI workbench for portfolio managers to research filings and build trade ideas
Losing its protection
Kinro
AI agents that quote and bind small-business insurance policies without human brokers
Losing its protection
Korso
Builds AI agents (Atlas) that run manufacturing ERP workflows, plus an OSS coding-agent tool (Shepherd)
Losing its protection
KugelAudio
On-prem voice AI for EU buyers legally barred from US-hosted voice models
Losing its protection
Lab0
AI forward-deployed engineers that get B2B SaaS live for enterprise clients in days
Losing its protection
Lattice Health
Startup selling signed compliance reports that monitor hospital medical-imaging AI for drift and bias
Losing its protection
Lightsprint
Adds visual planning and parallel AI coding agents on top of a team's live codebase
Losing its protection
Limrun
Cloud sandbox infra letting AI coding agents build and test real iOS and Android apps
Losing its protection
Linzumi
Team chat app that lets engineers direct and audit multiple AI coding agents at once
Losing its protection
Lumius
Lumius builds a low-cost 3D ultrasound to guide central-line placement
Losing its protection
Madrone
Two-founder startup building chiller-less dew-point cooling for AI data centers
Losing its protection
Manicule
Retainer studio writing technical docs and content tuned for AI coding agents
Losing its protection
Memoir
AI agent turning shipped code (GitHub, Linear, Slack) into marketing content
Losing its protection
Memory Store
Early-stage startup building a shared memory layer that lets teams and AI agents recall company knowledge
Losing its protection
Miso Labs
Miso Labs builds open-weights emotive text-to-speech voice models, launched from YC P26
Losing its protection
Mochatrade
Offshore leveraged perpetual futures on US stocks, built for Indian retail traders
Losing its protection
Mount
Insurer covering losses when a company's AI agents mess up on the job
Losing its protection
Netter
YC startup building AI agents that turn mid-market company data into deployed apps
Losing its protection
Nine Fives
Maker of driverless, networked RF test attenuators and switches for aerospace, drone, and phone testing
Losing its protection
Oddpool
Normalizes Kalshi and Polymarket data into APIs/dashboards for institutional prediction-market traders
Losing its protection
Ontora
AI agents interview every employee to map how work actually happens for AI projects
Losing its protection
OpenProse
OpenProse builds an open-source runtime for long-running, durable AI agent orchestration
Losing its protection
Ornadyne
Startup building bird-shaped ornithopter drones for covert military recon
Losing its protection
Panacea
Two-person startup selling fixed-price, AI-assisted FDA regulatory filing services
Losing its protection
Pavoot
AI agent that finds event attendees, invites them, and runs CRM follow-up
Losing its protection
PLAN0 AI
4-person AI startup turning blueprints into construction cost estimates
Losing its protection
Plena Health
Software that automates admin work (referrals, scheduling, billing) for specialty medical practices
Losing its protection
Pops
App for creating and playing AI-generated mini-games with friends
Losing its protection
primitive
Runs email infrastructure (send/receive, DKIM/DMARC, registry) for AI agents
Losing its protection
Probe
Early-stage YC startup building AI systems to make software run faster
Losing its protection
ProjectX
Agent-native cloud workspace for running many parallel AI agents at once
Losing its protection
ReasonBlocks
Runtime layer that cuts AI agent costs and errors via loop detection and compression
Losing its protection
Refortif
Atrisa (formerly Refortif) builds agentic AI that designs and debugs analog circuits for engineers
Losing its protection
Regbase
AI startup that tracks new and proposed regulations across 195 countries for compliance teams
Losing its protection
Result
An AI toolkit letting solo founders build, pay, and run a whole business
Losing its protection
River Markets
Startup building a cross-venue trading terminal and prime broker for prediction markets
Losing its protection
Rudus
AI takeoff and cost-estimating tool built for concrete subcontractors
Losing its protection
Runtime
Middleware to build and run internal coding agents without infra work
Losing its protection
Saudara AI
AI-native broker matching US brands with vetted Indonesian factories
Losing its protection
ScienceSwarm
Free online forum where researchers and AI agents coordinate on open math and science problems
Losing its protection
Scope
Scope tests how AI agents use a company's software and flags where agents fail
Losing its protection
shotwell.ai
Four-person startup building an observability layer for robot video data
Losing its protection
Silmaril
Two-person YC startup selling a runtime layer that blocks prompt injection on AI agents
Losing its protection
smol machines
Makes portable, single-file microVMs for running AI-agent code sandboxes
Losing its protection
Soria
AI financial research terminal built for healthcare investors, 3-person YC team
Losing its protection
Superset
Superset lets developers run and review multiple AI coding agents in parallel from one interface
Losing its protection
Surtr Defense
Software that fuses sensors and interceptors into one counter-drone operating system.
Losing its protection
Surtr Defense Systems
Maker of ParallaxOS, a hardware-agnostic fusion OS for counter-drone defense
Losing its protection
Taiga
AI-native billing service that runs claims, coding, and denial recovery for independent medical practices
Losing its protection
Tasklet
Tasklet makes AI agents that complete tasks by routing across tools and models
Losing its protection
Tday
Turns every code merge into ready-to-post demo videos and marketing content
Losing its protection
Tenet Industries
Early-stage startup building low-cost, mass-producible strike drones for Ukraine/NATO buyers
Losing its protection
Tolmo
Tolmo is an early-stage startup building AI agents that detect, triage, and fix security issues in code and cloud.
Losing its protection
transload
Turns existing security cameras into freight dimension scanners to catch underdeclared shipments
Losing its protection
Trellis
Trellis aggregates state trial court records and analytics for litigators and firms
Losing its protection
Userlens
AI agents that flag churn risk and drive renewals for enterprise software teams
Losing its protection
ValCtrl
Tiny NYC startup that turns typed beliefs into matches on Kalshi and Polymarket order books
Losing its protection
Walter
AI agent that logs into ERP systems to automate manufacturing order entry and procurement
Losing its protection
Wealor
AI-native platform helping wealth managers unify data and automate advisor workflows
Losing its protection
WithAI
Builds AI agent tools (Multiplier) for mid-market hedge funds, $250M-$5B AUM
Losing its protection
YouArt
AI art/video studio pivoting into a Patreon-style subscription platform for AI-made shows
Losing its protection
Zenbu
Extensible desktop IDE for running multiple AI coding agents in parallel, built on Pi
Losing its protection
Zibra Labs
Zibra Labs builds distributed compute infrastructure for quant funds running large-scale backtesting
Losing its protection
Zolvo
AI back-office automation that reconciles bank statements and invoices for factoring and ABL lenders
Losing its protection
AgentPhone
Provisions phone numbers (voice/SMS/MMS) via API/MCP so AI agents can call and text
Little protection left
AndCo
AI agent software that builds personal injury case workups for plaintiff law firms
Little protection left
ANORIA
Pre-shipment wearable that reads emotions via AI (SOMI) to boost user EQ
Little protection left
Aster
Aster is a 2-person YC startup building AI agents that automate open-ended scientific research.
Little protection left
Bloom
Ingests a brand's identity and generates on-brand images for AI agents
Little protection left
Bujo
AI agents for enterprise customer support, formerly Bujo, now Cignara
Little protection left
CentralComs
Two-person startup selling AI agents for maintenance and leasing to property managers
Little protection left
Chert
Startup selling unofficial iMessage API access so businesses can text customers in blue bubbles
Little protection left
Deep Interactions
YC-backed startup building a team-collaboration layer on top of AI app builders
Little protection left
Drip
Drip is a two-person AI tool that auto-finds leads and messages them on LinkedIn, iMessage, and email
Little protection left
ED1TH
Pre-launch startup building an AI assistant layer, 'Jarvis IRL', for smart glasses
Little protection left
Elyra
Voice AI and email booking system for restaurants, built in Sweden
Little protection left
Enjamb Labs
Software that runs drug development programs from discovery to FDA filing
Little protection left
Foresight
Two-person startup that runs AI-persona simulations to test CPG products before launch
Little protection left
Incandor
Pre-seed startup selling behavioral biometrics APIs to catch fraud and account takeover
Little protection left
InsForge
InsForge builds a backend platform designed for AI coding agents, not humans.
Little protection left
Interfaze
Interfaze: a 5-person YC startup selling an API model for OCR, extraction, and ASR
Little protection left
Kinect
Kinect builds AI shopping assistants and agent-ready storefronts for D2C brands
Little protection left
Klarify
AI agent that writes therapy session notes in 20+ clinical formats
Little protection left
Lamina Labs
Turns documents and prompts into whiteboard style explainer videos via AI
Little protection left
Light Anchor
Two-person startup using AI agents to run several small Shopify D2C stores
Little protection left
Maquoketa Research
Maquoketa builds low-cost AI terminal-guidance modules for one-way attack drones
Little protection left
Modern
AI-native IT help desk startup pitching itself as the ServiceNow killer
Little protection left
Napkin Math
Small app that photographs your food and coaches you on nutrition using AI
Little protection left
Pentagon
Pentagon is a workspace where teams of humans and AI agents get coordinated and tracked (YC P26)
Little protection left
RentAHuman
A marketplace where AI agents post bounties and hire humans for real-world tasks
Little protection left
Replicas
Cloud platform for running coding agents like Claude Code or Codex remotely
Little protection left
Revnu
Revnu is a two-person AI agent that runs ads, outbound, SEO, and content for startups
Little protection left
Saffron
Assessment platform where candidates use Claude Code and get scored on it
Little protection left
Salesgraph
Salesgraph makes AI agents that draft briefs and follow-ups to push enterprise deals forward
Little protection left
Savant
Savant builds a memory layer so AI agents know how a company actually works
Little protection left
Smartbase
AI tool that reads scanned/faxed purchase orders and enters them into a manufacturer's existing ERP
Little protection left
StableBrowse
Early-stage startup selling browser automation tools and training data to AI labs
Little protection left
Stage
Stage organizes code diffs into readable chapters for human and AI reviewers
Little protection left
Standard Signal
Solo-founder AI hedge fund where AI researches, decides, and trades with no human loop
Little protection left
Superlog
Open-source tool that auto-instruments apps, groups errors, and opens fix PRs
Little protection left
Synphony
Early-stage startup building robots and software to harvest strawberries
Little protection left
TakeCareOS
AI-native operating system for small home and long term care agencies
Little protection left
TesterArmy
AI agent that tests web and mobile apps from plain language instructions
Little protection left
The Company Company
YC-backed startup pitching one horizontal AI agent to run whole companies
Little protection left
Thomas
An AI agent marketed as a fully autonomous "founder" that finds gigs and runs its own businesses
Little protection left
Twolabs
Pre-seed startup building Tobi, a humanoid caregiving robot, still in prototype
Little protection left
Uno Wallet
App that auto-picks the best rewards card to tap for payment on iPhone
Little protection left
Wato
Two-person startup building a governance and shared-memory layer for AI agents at work
Little protection left
Questions people ask
which YC spring 2026 startups are most likely to survive
Harbor stands out because it already has paid clinical trial contracts and is pulling sponsors from IQVIA and ICON. Trellis, Dayjob, and Nine Fives also look steadier, mostly because they're in narrow niches without a big rival breathing down their neck yet, not because they've proven much.
why are so many YC AI startups losing its protection
Out of 203 companies in this batch, 124 are losing its protection because most are building thin layers on top of tools that OpenAI, Anthropic, Salesforce, or Shopify are now shipping natively. When the platform ships the same feature for free, the startup's wedge disappears.
is building a coding agent startup a good idea right now
This batch has several coding-agent wrappers, Ara, Replicas, Runtime, and Hyper, and all four face direct pressure from Anthropic's Claude Code, OpenAI's Codex, and GitHub Copilot building the same orchestration and context features into tools people already use.
what counter-drone startups came out of YC spring 2026
Surtr Defense Systems, Surtr Defense, and 9 Mothers are all building counter-drone systems, and all three are up against Anduril's Lattice platform and Picogrid, which already have major contracts (Anduril's $20B Army deal, Picogrid's Northrop Grumman partnership).
are AI sales and marketing agent startups from this batch worth watching
CharacterQuilt, GojiberryAI, and Ploy all sell agent tools for sales, marketing, or website building, and all three face the exact same feature being shipped natively by HubSpot, Salesforce, or Webflow, which makes their path to paying customers narrow.
which YC startups have almost no protection from competitors
Fifteen or more companies in this batch score a moat of 1, the lowest rating given, including Cohesion, Kinect, Standard Signal, Pentagon, Hyper, ScienceSwarm, CharacterQuilt, Gravy, AndCo, Superlog, CentralComs, Ara, Allowance, Result, Keyframe Labs, Saffron, and Replicas.
What to watch
Head to head in this cohort
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