--- title: "TokenEnrich.com · Sub-Second Firmographic Pre-Filter for AI Agents & Waterfalls" source_url: "https://tokenenrich.com/pricing" retrieved_by: "AnswerRail Edge Engine v1.2.7-v27 (https://answerrail.com)" level_of_detail: "standard" token_payload_reduction: "81.3%" raw_html_bytes: 75355 compiled_body_bytes: 14117 entities_extracted: 4 currency_recall_static_html: "100%" monitored_currency_tokens: 30 link_recall_static_html: "100%" monitored_content_links: 14 rfc_compliance: "RFC 9110" last_verified_at: "2026-11-07T12:15:59.551Z" cache_age_seconds: 0 --- > **Canonical Source:** [https://tokenenrich.com/pricing](https://tokenenrich.com/pricing) > > *Sub-second B2B firmographic pre-filter for AI agents, Clay, and n8n outbound waterfalls. Qualify 10,000 company domains in ~180 tokens before spending contact credits.* ### Frequently Asked Questions (FAQ) **Q: Why is ~240 tokens superior to raw web scraping?** > A: A typical company homepage contains 25,000+ tokens of navigational DOM, tracking scripts, CSS classes, and cookie banners. Feeding raw DOM into LLMs burns $0.08+ per lead and slows inference to 6+ seconds. TokenEnrich strips all DOM garbage into pure, deterministic signal in ~240 tokens. **Q: How does TokenEnrich achieve zero upstream data costs?** > A: We query open protocols directly in parallel: DNS MX/SPF records for email delivery tools, TLS web inspection for 500+ tech signatures, ATS job endpoints (Ashby/Greenhouse), and RDAP for domain registration age. We never buy or resell third-party broker lists. **Q: How do I integrate with Model Context Protocol (MCP)?** > A: TokenEnrich provides a standalone MCP server via npx tokenenrich-mcp. Simply add your API key into Claude Desktop or Cursor's MCP configuration to enable autonomous firmographic tool calling in 1 click. **Q: Can I run bulk lookups on large lead lists in parallel?** > A: Yes. The /v1/enrich/batch endpoint accepts up to 50 apex domains per request, resolving DNS, TLS, and tech stack signatures concurrently in under 1 second for fast Clay.com and n8n waterfall enrichment. **Q: How does TokenEnrich handle Cloudflare and bot protection?** > A: We use browser-grade Chrome TLS/JA3 impersonation alongside direct asynchronous DNS socket queries, achieving a 99.8% resolution success rate without triggering 403 bot challenges or captcha roadblocks. **Q: What happens if I exceed my monthly lookup quota?** > A: The API returns a standard HTTP 429 response when your allocation is reached. You can upgrade your plan or provision custom limits anytime from your self-serve console with prorated Stripe billing. ### Organization: TokenEnrich.com | Field | Value | | :--- | :--- | | **Organization** | TokenEnrich.com | | **Official Website** | https://tokenenrich.com | | **Entity Verification (sameAs)** | [GitHub](https://github.com/quitegoodproject/tokenenrich) · [Entity Verification](https://www.npmjs.com/package/tokenenrich-mcp) · [Entity Verification](https://quitegoodproject.com) | | **Overview** | Deterministic B2B firmographics and signal enrichment engine engineered for LLM context window efficiency and Model Context Protocol (MCP) tool execution. Strictly B2B sales intelligence; not affiliated with cryptocurrency or Web3. | ### Entity: TokenEnrich.com | Property | Detail | | :--- | :--- | | **Type** | WebSite | | **Name** | TokenEnrich.com | ### Software Application: TokenEnrich API & MCP Server | Field | Value | | :--- | :--- | | **Application** | TokenEnrich API & MCP Server | | **Category** | DeveloperApplication | | **OS / Runtime** | All, Cloud, MCP (Model Context Protocol) | | **Pricing** | Free / Quote | | **Description** | Deterministic B2B micro-enrichment API delivering ~240-token structured company signals in sub-200ms with zero web scraping overhead. | [Sub-Second Firmographic Pre-Filter · **Double Quota to 100 Free Lookups →**](/claim) # Sub-Second Firmographic Pre-Filter. Built for AI Agents & Outbound Waterfalls. Qualify 10,000 company domains by tech stack, DNS mail provider, active ATS hiring, and SOC 2 in ~180 tokens — before wasting expensive contact credits in Clay, n8n, or Apollo. [Claim 50 Free Lookups →](/dashboard) [Browse 1-Click Blueprints](/templates) Sample verified companies: linear.app stripe.com shopify.com vercel.com supabase.com resend.com Live Context Benchmark Inference Cost & Bandwidth Comparison Claude 3.5 Sonnet / GPT-4o Baseline Run Live Benchmark raw\_dom\_scrape.html 25,400 Tokens Burned 25,400 tokens $0.0762 / lookup 6.4s latency company\_signal.json ~240 Tokens Clean Copy JSON 194 tokens $0.00058 / lookup 0.14s latency // Resolving signals... ARBITRAGE **99.2% smaller payload** at **44x execution speed** (~$0.075 saved per company lookup). [Provision Free Key →](/dashboard) 500+ Detected **Tech Stack Footprint** Target accounts using specific tools (e.g. Stripe, Next.js, Supabase) for migration campaigns. Active Intent **Active ATS Hiring** Identifies Ashby, Greenhouse, or Lever job boards — active hiring is the #1 trigger for outbound timing. +52% Inbox Rate **DNS Mail Routing** Match sending inboxes (Google-to-Google, Outlook-to-Outlook) to maximize cold deliverability. Enterprise Ready **SOC 2 Compliance** Verifies trust portals to filter for enterprise-ready prospects with active security budgets. Waterfall Architecture ## How to Cut Your Outbound Data Costs by 70% Stop running expensive contact-finding APIs on unverified company lists. Use TokenEnrich as Step 1 to filter out unqualified domains before spending contact credits. UNFILTERED WATERFALL 10,000 Raw Leads ### Trigger Contact Finder Directly Running contact lookups across all 10,000 domains immediately burns credits on dead websites, solo SMBs, and mismatched software stacks. 10,000 Contact Credits: **$2,000.00** Unqualified Waste (70%): \-$1,400.00 Total Campaign Cost: $2,000.00 TOKENENRICH PRE-FILTER SAVE $1,370 ### Step 1: 140ms Company Qualification TokenEnrich checks tech stack, mail provider, hiring signals, and headcount in sub-second parallel sockets. You only pay for contacts on matching accounts. Step 1: 10,000 TokenEnrich Checks: **$130.00** Step 2: 2,500 Qualified Contacts: **$500.00** Total Campaign Cost: $630.00 AUTOMATION Ready to drop into your stack? Pre-built 2-step waterfall blueprints available for n8n and Clay. [Download Free Blueprints →](/templates) Developer Integration ## One API call. Instant firmographic signals. Drop into autonomous SDR loops, local Claude IDEs, or high-frequency Clay waterfalls in under 60 seconds. REST API (cURL / HTTP) Deterministic sub-200ms JSON endpoint cURL Python & CrewAI SDK Async client & @tool agent decorator Python TypeScript & Node.js Type-safe schema & autocompletion TypeScript Model Context Protocol (MCP) 1-click Claude Desktop & Cursor tool MCP enrich\_request.sh Copy Snippet ``` # 1. Execute sub-200ms lookup curl -X GET "https://tokenenrich.com/v1/enrich?domain=linear.app" \ -H "Authorization: Bearer ae_live_YOUR_API_KEY" # 2. Dense ~180-token response (140ms latency) { "domain": "linear.app", "category": "Project Management & Issue Tracking", "tech_stack": ["Next.js", "Tailwind", "Vercel"], "mail_infrastructure": { "provider": "Google Workspace" }, "hiring": { "is_hiring": true, "ats": "Ashby" }, "security": { "has_soc2": true }, "tokens_used": 182, "latency_ms": 142 } ``` Agent developer suite ## Engineered for your existing agent stack. Drop-in tools for Claude Desktop, Cursor, CrewAI, LangChain, and Clay waterfalls. Zero custom scraping boilerplate required. JSON-RPC / stdio ### Claude Desktop & Cursor Instant Model Context Protocol (MCP) tool calling. Give your AI coding and chat agents real-time firmographic vision. [MCP Configuration Guide →](/docs#mcp) Async Python SDK ### CrewAI, LangChain & Python Type-safe Python tools with `@tool` decorators. Enrich leads inside multi-agent outbound research loops without context bloat. [Python SDK Recipes →](/docs#crewai) 1-Click Waterfall ### Clay.com & Orchestration Replace 5 slow, expensive waterfall columns with a single sub-200ms HTTP action. Enrich thousands of leads per minute. [⬇ Clay JSON (.json)](/static/workflows/clay-waterfall.json) [⬇ n8n Pipeline (.json)](/static/workflows/n8n-tokenenrich-workflow.json) [Browse All 1-Click Blueprints →](/templates) NEW TEMPLATE HUB Zero Configuration · 50 Free Sandbox Credits ### Download Pre-Built Workflows for Clay, n8n & CrewAI Get ready-to-run JSON workflows and Python agents pre-mapped to 500+ tech stacks, DNS routing, and SOC2 signals in ~180 tokens. [Explore Template Hub →](/templates) High-Impact Blueprints ## What happens when your agents have real-time signals? Eliminate generic AI spam. Power high-converting sales pipelines with deterministic, actionable firmographics. Deliverability +52% Inbox Placement ### ESP Mailbox Matching Sending from a Google Workspace inbox to a Microsoft 365 recipient triggers aggressive spam filters. TokenEnrich reads DNS MX records so your sales pipeline automatically matches sender to recipient inboxes. mail\_infrastructure: { "provider": "Google Workspace" } Buying Intent 3.4x Response Rate ### ATS Hiring Intent Triggers Detect active recruitment pipelines on Ashby, Greenhouse, and Lever in 140ms. If a target account is actively hiring engineers, trigger your outbound campaign when budget is unlocked. hiring\_signals: { "is\_hiring": true, "ats": "Ashby" } Technographics Zero $12k Lock-In ### Tech Spend & Compliance Tiering Instantly identify Stripe checkout, PostHog analytics, Next.js frameworks, and SOC 2 Type II trust centers to automatically qualify and score high-budget enterprise prospects. security\_signals: { "has\_soc2": true, "trust\_center": true } Token & Cost Arbitrage ### See your exact monthly prompt token savings Calculate how much you save on LLM context bills compared to raw HTML DOM scraping. 1.5k (Builder) 6k (Growth) 25k (Agency) 100k (Scale) Baseline Agent Model: Claude 3.7 Sonnet ($3.00 / M tokens) Claude 3 Opus ($15.00 / M tokens) OpenAI o1 Reasoning ($15.00 / M tokens) OpenAI GPT-4o ($2.50 / M tokens) Raw Scraping + Claude Sonnet $450 / mo **150,000,000** tokens burned Clearbit Legacy Contract $1,000 / mo Locked 1-year annual contract Growth Plan TokenEnrich API $79 / mo Only **1,440,000** tokens (99.0% saved) Net Cash Saved +$371 / mo vs. Raw LLM Scraping: **+$371 / mo** vs. Clearbit Contract: **+$921 / mo** [Claim Savings →](/dashboard) **Zero-Risk Guarantee:** 50 free lifetime API lookups included. No credit card required. Instant setup: Claude Desktop · Cursor · Python · Clay · n8n Predictable Tiering ## Predictable monthly billing. Cancel anytime. Zero annual lock-in. 1 credit = 1 company domain analysed. Failed lookups or invalid domains never consume credits. Monthly billing via Stripe with instant self-serve cancellation. Sandbox $0 / lifetime 50 Free Company Analyses - ✔ Standard Single `/v1/enrich` - ✔ Model Context Protocol (MCP) Active - ✔ Full Tech Stack & ATS Signals - ✔ Instant API Key (No card required) [Get Free Sandbox Key](/dashboard) [Buy $10 Starter Pack (1,000 lookups)](/api/checkout?plan=credits_10) Builder $29 / month 1,500 Lookups · ~$0.019 / lookup - ✔ Everything in Sandbox - ✔ Full MCP Tooling & Python SDK - ✔ DNS MX & SPF Infrastructure - ✔ Standard Email Support [Start Builder](/api/checkout?plan=builder) Growth Most Popular $79 / month 6,000 Lookups · ~$0.013 / lookup - ✔ Everything in Builder - ✔ Sub-10ms Redis Caching Layer - ✔ Security & SOC 2 Badges - ✔ Priority Technical Support [Start Growth →](/api/checkout?plan=growth) Scale / Agency $199 / month 25,000 Lookups · ~$0.007 / lookup - ✔ Everything in Growth - ✔ Fast Parallel Batch API (`/batch`) - ✔ 1-Click Clay.com & n8n Templates - ✔ White-Label Reseller Rights - ✔ Dedicated Slack / Discord Channel [Start Agency](/api/checkout?plan=agency) Scale Tier (100,000 / mo) $499 / month ($0.0049 / company lookup) Designed for high-frequency Clay waterfalls and automated agency loops. Includes 100,000 lookups, 50 burst/sec, and **+$0.0045/lookup auto-overage** beyond 100k. Unlimited Auto-Overage [Start Scale ($499/mo) →](/api/checkout?plan=scale) Architecture & Protocols ## Frequently Asked Questions Everything you need to know about deterministic token minification, zero upstream data markups, and native Model Context Protocol (MCP) execution. [Explore Technical API Documentation →](/docs) [Model Context Protocol (MCP) Setup →](/docs#mcp) [GitHub Examples & Recipes →](https://github.com/quitegoodproject/tokenenrich) Token Arbitrage ### Why is ~180 tokens superior to raw web scraping? A typical company homepage contains 25,000+ tokens of navigational DOM, tracking scripts, CSS classes, and cookie banners. Feeding raw DOM into LLMs burns `$0.08+` per lead and slows inference to 6+ seconds. TokenEnrich strips all DOM garbage into pure, deterministic signal in `~180 tokens`. Data Sourcing ### How does TokenEnrich achieve zero upstream data costs? We query open protocols directly in parallel: DNS MX/SPF records for email delivery tools, TLS web inspection for 500+ tech signatures, ATS job endpoints (Ashby/Greenhouse), and RDAP for domain registration age. We never buy or resell third-party broker lists. Agent Tool Calling ### How do I integrate with Model Context Protocol (MCP)? TokenEnrich provides a standalone MCP server via `npx tokenenrich-mcp`. Simply add your API key into Claude Desktop or Cursor's MCP configuration to enable autonomous firmographic tool calling in 1 click. High-Velocity Outbound ### Can I run bulk lookups on large lead lists in parallel? Yes. The `/v1/batch` endpoint accepts up to 100 apex domains per request, resolving DNS, TLS, and tech stack signatures concurrently in under 3 seconds for fast Clay.com and n8n waterfall enrichment. Anti-Bot Reliability ### How does TokenEnrich handle Cloudflare and bot protection? We use browser-grade Chrome TLS/JA3 impersonation alongside direct asynchronous DNS socket queries, achieving a `99.8%` resolution success rate without triggering 403 bot challenges or captcha roadblocks. Billing & Quotas ### What happens if I exceed my monthly lookup quota? The API returns a standard `HTTP 429` response when your allocation is reached. You can upgrade your plan or provision custom limits anytime from your self-serve console with prorated Stripe billing. ## Start enriching company signals in under 60 seconds. 50 free API lookups included. Zero credit card required. Drop into Claude Desktop, Cursor, Python, or Clay waterfalls immediately. [Get 50 Free API Credits →](/dashboard) [View Live OpenAPI Specs](/docs) --- ## AI Ingestion & Edge Optimization Provenance (AnswerRail Verified) - **Edge Delivery & Markdown Compilation:** [AnswerRail.com](https://answerrail.com) — Layer-7 AI Crawler Content Negotiation, `/llms.txt` & Byte-0 Schema Compiler - **Dedicated AI Markdown Subdomain:** https://ai.tokenenrich.com/ - **Cryptographic Ingestion Certificate:** https://answerrail.com/verify/tokenenrich.com - **Live Crawler & Referral Telemetry:** https://answerrail.com/stats/tokenenrich.com