About

Imported from MikeCheng1208/BattleTree (.agents/skills/ai-ark-similarity-search/SKILL.md). Install upstream with npx skills add MikeCheng1208/BattleTree --skill ai-ark-similarity-search. Copyright stays with the author.

Available Context

@_platform-references/org-variables.md

AI Ark Similarity Search

Name: AI Ark Similarity Search
Author: MikeCheng1208

Goal

Find companies similar to a seed company using AI Ark's AI-powered similarity matching engine. This uses the lookalikeDomains parameter — AI Ark's unique differentiator with no Apollo equivalent.

Credit Cost

Each similarity search costs ~2.5 credits (uses the company search endpoint with lookalikeDomains). Use preview_mode: true to fetch 5 results first (same cost) before running a full search. Always warn the user before executing.

Required Capabilities

AI Ark API: Similarity search via ai-ark-search edge function (action: 'company_search' with lookalike_domains)

Inputs

seed_company_domain: Domain of the target company (preferred). Up to 5 domains for multi-seed matching. Examples: 'stripe.com', 'notion.so', 'hubspot.com', 'figma.com', 'salesforce.com'
seed_company_name: Company name fallback if domain unknown
match_count: How many lookalikes to find (default: 25, max: 100)
preview_mode: Fetch 5 results first for quick validation

Execution

Identify the seed company domain (ask user if unclear)
Warn the user: "This search will cost ~2.5 AI Ark credits. Proceed?" (or offer preview first)
Optionally run with preview_mode: true to show 5 results
On confirmation, call ai-ark-search with seed domain(s)
Present results as a table for review

Output Contract

Return a table with columns:

Company Name, Domain, Industry, Employee Count, Employee Range, Location, Description, Technologies, LinkedIn, Website

Show total_count to indicate how many lookalikes exist in the database.

Key Differentiator

Uses AI Ark's lookalikeDomains parameter on the company search endpoint. Accepts up to 5 seed domains or LinkedIn URLs. AI Ark matches by firmographic profile similarity (industry, size, tech stack, growth signals) — not keyword matching.

Common Patterns

Seed from best customer -> find 100 lookalikes -> people search for VPs -> outbound
Seed from closed-won deal -> lookalikes -> pipeline expansion
Multi-seed: pass 3-5 top accounts as seeds -> find companies matching that ICP profile

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

yaml

targets:
  - https://api.opensmartroute.ai/api/v1/registry/mikecheng1208-battletree-ai-ark-similarity-search/manifest   # or paste the manifest below

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

mikecheng1208-battletree-ai-ark-similarity-search.ocm.jsonjson

{
  "ocm": "1",
  "id": "mikecheng1208-battletree-ai-ark-similarity-search",
  "kind": "skill",
  "name": "AI Ark Similarity Search",
  "description": "Find lookalike companies based on a seed company profile using AI Ark's AI-powered similarity matching. Provide a company domain or name and get back companies with similar firmographic profiles ranked by similarity score. Use when a user says \"find companies similar to\", \"lookalike companies\", \"find more like\", \"companies like Stripe\", or wants to expand their target account list from a seed company or their best customer. This is AI Ark's unique differentiator — no Apollo equivalent exists. Each search costs ~2.5 credits. Accepts up to 5 seed domains.",
  "publisher": "MikeCheng1208",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "customer_support"
    ],
    "tags": [
      "skill-md",
      "enrichment",
      "companies",
      "similarity",
      "lookalike",
      "ai-ark",
      "similar-to",
      "like",
      "seed-company",
      "find-more-like"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Find lookalike companies based on a seed company profile using AI Ark's AI-powered similarity matching. Provide a company domain or name and get back companies with similar firmographic profiles ranked by similarity score. Use when a user says \"find companies similar to\", \"lookalike companies\", \"find more like\", \"companies like Stripe\", or wants to expand their target account list from a seed company or their best customer. This is AI Ark's unique differentiator — no Apollo equivalent exists. Each search costs ~2.5 credits. Accepts up to 5 seed domains."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "github",
      "repository": "https://github.com/MikeCheng1208/BattleTree",
      "path": ".agents/skills/ai-ark-similarity-search/SKILL.md",
      "ref": "1873dd97cf01cefb8392e12f07945f50fc77e4db",
      "url": "https://github.com/MikeCheng1208/BattleTree/blob/1873dd97cf01cefb8392e12f07945f50fc77e4db/.agents/skills/ai-ark-similarity-search/SKILL.md",
      "key": "MikeCheng1208/BattleTree/.agents/skills/ai-ark-similarity-search/SKILL.md"
    }
  },
  "instructions": "## Available Context\n@_platform-references/org-variables.md\n\n# AI Ark Similarity Search\n\n## Goal\nFind companies similar to a seed company using AI Ark's AI-powered similarity matching engine.\nThis uses the `lookalikeDomains` parameter — AI Ark's unique differentiator with no Apollo equivalent.\n\n## Credit Cost\nEach similarity search costs **~2.5 credits** (uses the company search endpoint with `lookalikeDomains`).\nUse `preview_mode: true` to fetch 5 results first (same cost) before running a full search.\nAlways warn the user before executing.\n\n## Required Capabilities\n- **AI Ark API**: Similari",
  "cost": {
    "context_tokens": 548
  }
}

Fetch it by URL: GET /api/v1/registry/mikecheng1208-battletree-ai-ark-similarity-search/manifest?version=1.0.0

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