{
  "generatedAt": "2026-06-11T02:43:11Z",
  "source": "Y Combinator Spring 2026 batch (public directory)",
  "icp": "Seed / early-stage B2B companies deploying LLM agents to production — the buyer for an AI agent observability and evaluation platform.",
  "model": "claude -p headless",
  "promptVersion": "v6",
  "counts": {
    "total": 25,
    "scored": 25,
    "unscored": 0,
    "A": 7,
    "B": 7,
    "C": 11
  },
  "lastRun": {
    "runId": "2026-06-11T02:43:11Z",
    "newlyScored": 8,
    "skipped": 17,
    "failed": 0
  },
  "costEstimatePer1k": 1.6,
  "leads": [
    {
      "rank": 1,
      "company": "Replicas",
      "slug": "replicas",
      "oneLiner": "Background coding agents for engineering teams.",
      "score": 88,
      "tier": "A",
      "modelTier": "A",
      "rationale": "Provides background coding agents for engineering teams; this suggests production LLM agents, a strong ICP fit, though no stated indication of company stage.",
      "signal": "agent-native product",
      "play": "Priority outreach with agent-eval demo"
    },
    {
      "rank": 2,
      "company": "Asendia AI",
      "slug": "asendia-ai",
      "oneLiner": "AI Recruiters for staffing agencies and enterprise.",
      "score": 85,
      "tier": "A",
      "modelTier": "A",
      "rationale": "Sells AI recruiter agents to staffing agencies and enterprises; an agent product like this would likely run LLM agents in production, a strong ICP fit.",
      "signal": "AI agent product",
      "play": "Outbound with agent-eval/observability angle"
    },
    {
      "rank": 3,
      "company": "Callab",
      "slug": "callab-ai",
      "oneLiner": "AI voice agents for legacy telephony systems.",
      "score": 85,
      "tier": "A",
      "modelTier": "A",
      "rationale": "Builds AI voice agents for legacy telephony; voice-agent products like this typically run LLM agents in production, a strong ICP fit despite no stated stage.",
      "signal": "production voice agents",
      "play": "outreach citing voice-agent eval needs"
    },
    {
      "rank": 4,
      "company": "Cohesion",
      "slug": "cohesion",
      "oneLiner": "Your public equities agentic teammate.",
      "score": 85,
      "tier": "A",
      "modelTier": "A",
      "rationale": "Offers an agentic teammate for public equities; an agent product like this would likely run LLM agents in production, a direct ICP fit.",
      "signal": "production agent product",
      "play": "Outbound with finance-agent eval/observability angle"
    },
    {
      "rank": 5,
      "company": "Dayjob",
      "slug": "dayjob",
      "oneLiner": "AI Agents for industrial logistics.",
      "score": 85,
      "tier": "A",
      "modelTier": "A",
      "rationale": "Builds AI agents for industrial logistics; agent products like this typically run LLM agents in production, suggesting a direct ICP fit.",
      "signal": "production agent vendor",
      "play": "Prioritize for outbound demo outreach"
    },
    {
      "rank": 6,
      "company": "Ontora",
      "slug": "ontora",
      "oneLiner": "AI agents that interview every employee to map how work gets done.",
      "score": 85,
      "tier": "A",
      "modelTier": "A",
      "rationale": "Deploys AI agents that interview employees to map how work gets done; conversational agents like this typically run LLM agents in production, a strong ICP fit.",
      "signal": "agents in production",
      "play": "prioritize for direct outreach"
    },
    {
      "rank": 7,
      "company": "Standout",
      "slug": "standout",
      "oneLiner": "Agentic hiring marketplace.",
      "score": 85,
      "tier": "A",
      "modelTier": "A",
      "rationale": "Operates an agentic marketplace for hiring; agent-driven products like this typically run LLM agents in production, a direct ICP fit.",
      "signal": "agentic product core",
      "play": "Prioritize outreach with agent-eval demo"
    },
    {
      "rank": 8,
      "company": "AgentPhone",
      "slug": "agentphone",
      "oneLiner": "Phone numbers for AI agents.",
      "score": 72,
      "tier": "B",
      "modelTier": "B",
      "rationale": "Provides phone numbers for AI agents; agent telephony infrastructure like this typically operates LLM agents in production, suggesting a probable ICP fit.",
      "signal": "agent infra adjacency",
      "play": "outreach with voice-agent eval angle"
    },
    {
      "rank": 9,
      "company": "OpenProse",
      "slug": "openprose",
      "oneLiner": "A natural language agent framework: write the future into existence.",
      "score": 72,
      "tier": "B",
      "modelTier": "B",
      "rationale": "Builds a natural language agent framework; such tooling suggests LLM agents in production, a likely ICP fit despite no stated deployment stage.",
      "signal": "agent framework vendor",
      "play": "Outreach with agent-trace eval demo"
    },
    {
      "rank": 10,
      "company": "Clara",
      "slug": "clara-2",
      "oneLiner": "Building the AI primary care doctor.",
      "score": 68,
      "tier": "B",
      "modelTier": "B",
      "rationale": "Building an AI primary care doctor; this suggests production LLM agents with high safety stakes, though no stated indication of a B2B model.",
      "signal": "clinical AI agent",
      "play": "Outreach leading with safety-critical eval and monitoring needs"
    },
    {
      "rank": 11,
      "company": "Prism",
      "slug": "tryprism",
      "oneLiner": "AI-native recruiting agency.",
      "score": 62,
      "tier": "B",
      "modelTier": "B",
      "rationale": "AI-native recruiting agency; an AI-native service model suggests LLM agents likely run in production workflows, though no stated indication of customer-facing agent products — moderate ICP fit.",
      "signal": "AI-native services",
      "play": "Qualify production agent usage on discovery call"
    },
    {
      "rank": 12,
      "company": "RentAHuman",
      "slug": "rentahuman",
      "oneLiner": "Marketplace for AI agents to hire humans.",
      "score": 62,
      "tier": "B",
      "modelTier": "B",
      "rationale": "Runs a marketplace where AI agents hire humans; agent-facing infrastructure suggests production LLM exposure, though no stated indication it deploys its own agents — moderate ICP fit.",
      "signal": "agent ecosystem adjacent",
      "play": "Qualify whether platform runs own agents"
    },
    {
      "rank": 13,
      "company": "Wealor",
      "slug": "wealor",
      "oneLiner": "AI-native platform for wealth managers.",
      "score": 62,
      "tier": "B",
      "modelTier": "B",
      "rationale": "AI-native platform for wealth managers; an AI-native B2B product suggests LLM features in production, but no stated indication of agent deployment, a plausible ICP fit.",
      "signal": "AI-native fintech B2B",
      "play": "Qualify for agent usage"
    },
    {
      "rank": 14,
      "company": "Userlens",
      "slug": "userlens",
      "oneLiner": "AI agents that predict churn months before it happens.",
      "score": 58,
      "tier": "B",
      "modelTier": "B",
      "rationale": "Offers AI agents that predict churn months in advance; agent framing suggests possible production LLM use, but prediction-focused ML leans toward the ICP's poor-fit diagnostics category.",
      "signal": "predictive-ML ambiguity",
      "play": "Qualify whether agents are production LLMs before outreach"
    },
    {
      "rank": 15,
      "company": "WithAI",
      "slug": "withai",
      "oneLiner": "Custom command centers for hedge funds.",
      "score": 45,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Builds custom command centers for hedge funds; dashboard tooling like this suggests internal-only deployment with no stated indication of LLM agents in production, a weak ICP fit.",
      "signal": "dashboards, not agents",
      "play": "Deprioritize; revisit if agent features ship"
    },
    {
      "rank": 16,
      "company": "Drip",
      "slug": "drippay",
      "oneLiner": "The operating system for enterprise deal execution.",
      "score": 30,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Builds an operating system for enterprise deal execution; no stated indication of LLM agents in production, suggesting a weak fit for the ICP.",
      "signal": "no agent signal",
      "play": "Deprioritize; revisit if AI agent features ship"
    },
    {
      "rank": 17,
      "company": "Standard Signal",
      "slug": "standard-signal",
      "oneLiner": "Hedge fund where AI researches and executes every trade.",
      "score": 30,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Hedge fund whose AI researches and executes every trade; this suggests internal-only agent deployment with no stated B2B product, a poor ICP fit.",
      "signal": "internal-only deployment",
      "play": "Deprioritize; no outreach"
    },
    {
      "rank": 18,
      "company": "Lattice Health",
      "slug": "lattice-health",
      "oneLiner": "The operating system for clinical AI in imaging.",
      "score": 25,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Provides an operating system for clinical imaging AI; imaging-centric work suggests diagnostics ML rather than production LLM agents, a poor ICP fit.",
      "signal": "diagnostics ML focus",
      "play": "Deprioritize; revisit if LLM agent features ship"
    },
    {
      "rank": 19,
      "company": "Smol Machines",
      "slug": "smol-machines",
      "oneLiner": "Ship software faster with portable, self-contained virtual machines.",
      "score": 25,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Ships portable, self-contained virtual machines for faster software delivery; no stated indication of LLM agents in production, suggesting a weak fit for the ICP.",
      "signal": "dev infra tooling",
      "play": "Deprioritize; revisit if agent sandboxing use emerges"
    },
    {
      "rank": 20,
      "company": "Maquoketa Research",
      "slug": "maquoketa-research",
      "oneLiner": "The intelligence layer for one-way attack drones.",
      "score": 12,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Builds the intelligence layer for one-way attack drones; hardware-adjacent defense autonomy suggests no production LLM agent deployment, a poor ICP fit.",
      "signal": "defense drone hardware",
      "play": "Disqualify; no outreach"
    },
    {
      "rank": 21,
      "company": "AICE Power",
      "slug": "aice-power",
      "oneLiner": "Submarine drones for defense.",
      "score": 8,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Builds submarine drones for defense; hardware products like this show no stated indication of production LLM agents, making this a poor ICP fit.",
      "signal": "defense hardware",
      "play": "disqualify"
    },
    {
      "rank": 22,
      "company": "Adialante",
      "slug": "adialante",
      "oneLiner": "Cancer screening without barriers.",
      "score": 8,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Provides cancer screening aimed at removing access barriers; diagnostics-focused healthcare like this matches the ICP's stated poor-fit profile, with no stated indication of production LLM agents.",
      "signal": "diagnostics, not agents",
      "play": "disqualify; no outreach"
    },
    {
      "rank": 23,
      "company": "Lumius",
      "slug": "lumius",
      "oneLiner": "Fast, smart, accessible 3D ultrasound for everyone.",
      "score": 8,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Makes fast, accessible 3D ultrasound; this suggests hardware-centric medical imaging with no stated indication of production LLM agents, a poor ICP fit.",
      "signal": "hardware medical imaging",
      "play": "Disqualify; no outreach"
    },
    {
      "rank": 24,
      "company": "Arlo Industries",
      "slug": "arlo-industries",
      "oneLiner": "Passive aerial sensing mesh to track drones and missiles.",
      "score": 6,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Builds passive aerial sensing hardware to track drones and missiles; hardware sensing with no stated LLM agent use falls outside the ICP.",
      "signal": "defense sensing hardware",
      "play": "Disqualify; no outreach"
    },
    {
      "rank": 25,
      "company": "Tenet Industries",
      "slug": "tenet-industries",
      "oneLiner": "Low-cost, mass-produced strike drones.",
      "score": 4,
      "tier": "C",
      "modelTier": "C",
      "rationale": "Makes low-cost, mass-produced strike drones; this is hardware manufacturing with no stated indication of LLM agents in production, a poor ICP fit.",
      "signal": "defense hardware",
      "play": "Disqualify; no outreach"
    }
  ]
}