Jimmy Decodes / Cases / 1Lookup
BID-016 · 76-in-1 Lead Hygiene & TCPA Firewall · 749 Subs · $508.6K Oct Cash

1Lookup Teardown: $508.6K/Month on Just 749 Subscribers — And Why Its Asking Price Jumped 10x from $1M to $10M

By combining 76 verification endpoints, an official hosted MCP?MCP (Model Context Protocol)An open standard allowing AI assistants like Claude and Cursor to securely read/write local tools, databases, and creative apps (Figma, Blender, Notion). server for AI agents, a 1x–86x credit multiplier, and automatic card top-ups at 20 credits or fewer, 1Lookup extracts $661.39/month in 30-day cash per subscriber ($679.02 in Oct) — 1.82x to 1.86x its $364.33 base MRR?MRR (Monthly Recurring Revenue)Normalized monthly subscription revenue from active recurring plans—strictly excluding one-time setup fees, lifetime deals, or pass-through marketplace GMV..

Jimmy ·
⚡ The short answer✓ Audited Ledger Verdict

1Lookup is a textbook B2B 'compliance & deliverability tollbooth': $495,384 in verified 30-day Stripe cash ($508,588 in Oct 2026) and $5.69M all-time across 749 subscribers, though upstream telco HLR and identity-graph wholesale costs keep self-reported net margin at 40%.

🎯 Operator Takeaway:Skip consumer data brokering; launch a B2B Outbound Lead-Hygiene & TCPA/DNC Firewall Studio.
1Lookup Teardown: $508.6K/Month on Just 749 Subscribers — And Why Its Asking Price Jumped 10x from $1M to $10M

Key numbers

Rolling 30D / Oct 2026 Cash$495,384 (+24.9%) / $508,588 Full-Month Oct (+187.4% YoY) VerifiedTrustMRR read-only Stripe sync (Nov 1, 2026, Ranked #22)?Data Source: TrustMRR (Read-Only Payment API Ledger)Connects via read-only API keys to a startup's live Stripe, RevenueCat, Polar, Paddle, or Lemon Squeezy account to verify all-time cash, 30-day revenue, and active subscriptions. Audit blind spot: does NOT show ad spend or whether an old Stripe account includes legacy agency billing.
MRR & Active Subscriptions$272,886 (+9.6%) across just 749 active subscriptions VerifiedBase ARPU $364.33/mo vs. $661.39 30D cash ($679.02 Oct = 1.86x)
LTM / All-Time Revenue$4,127,481 LTM / $5,687,891 All-Time Stripe Cash VerifiedOct 2026 ($508.6K) nearly tripled Oct 2025 ($177.0K)
Self-Reported Net Margin40% Net Margin (~$200K/mo net profit) Self-reportedSelf-reported by founder Robby Frank; ~60% upstream telco/data COGS
10x Asking-Price JumpListed Dec 19, 2025 at $1M -> Hiked Mar 16, 2026 to $10M Verified75,303 listing views and 78 offers on TrustMRR (3.1x ARR)
1x–86x Credit Multiplier1 credit email/phone, 5 HLR, 10 skip trace, 40 mobile, 75–86 biz VerifiedAuto-recharges at <=20 credits (+10% bonus); up to 3-mo rollover

Every number carries an evidence label: Verified = payment account, filing or official price page; Self-reported = the company's own claim; Third-party = media or data platforms; Our estimate = calculated from stated assumptions.

What It Sells: The Pre-Send Hygiene & TCPA Shield for Outbound Teams and AI Agents

Outbound sales agencies and B2B growth teams face two existential threats: burning their primary domain reputation on hard-bounced emails (>3% bounce rate triggers Google/Microsoft blocks) and dialing numbers on the US National Do Not Call (DNC) registry or known TCPA litigator lists ($500–$1,500 statutory damages per call). 1Lookup (1lookup.io) acts as a 76-in-1 real-time hygiene gate — verifying live carrier HLR status, line type (mobile vs. landline/VoIP), SMTP validity, and DNC flags in milliseconds.

Crucially, 1Lookup shipped a zero-install hosted Model Context Protocol server (app.1lookup.io/api/mcp via OAuth 2.1). As companies deploy autonomous AI SDR agents in Claude, Cursor, and n8n, those agents ping 1Lookup automatically before every outbound touchpoint — turning autonomous AI workflows into 24/7 credit-burning machines.

The Ledger Audit: How 749 Subscribers Generate 1.82x–1.86x More Cash Than Base MRR

On the November 1, 2026 Stripe sync, 1Lookup reports $272,886 in MRR across 749 active subscriptions ($364.33/mo base ARPU?ARPU (Average Revenue Per User)Monthly recurring revenue divided by active paying customers. Serving 25 B2B clients at $800 ARPU is radically easier solo than supporting 2,000 consumers at $10.), yet rolling 30-day cash is $495,384 ($661.39/sub, 1.82x base MRR) and full-month October 2026 hit $508,588 ($679.02/sub — 1.86x base MRR!). Where does that extra $222,000–$235,700/month come from?

Two pricing mechanics explain the gap. First, the 1x–86x credit multiplier: paid Starter plans begin at '$99/mo for 20,000 credits' ($0.005 per basic check, with unused subscription credits rolling over for up to 3 months), but while basic email/phone checks cost 1 credit, live HLR carrier checks burn 5 credits, Skip Trace and DNC Phone Scrub burn 10 credits, Mobile Finder burns 40 credits, B2B Contact Append burns 75 credits, and Audience Intelligence burns 86 credits per call. Second, threshold auto-recharge: whenever a workspace drops to 20 credits or fewer, 1Lookup automatically renews the plan on file (sweetened with a +10% credit bonus).

Cost Structure & Legal Armor: Why Net Margin Is 40% and Liability Is Capped at $100

Unlike pure SaaS wrappers with 90% gross margins, founder Robby Frank self-reports a 40% net margin. Because 1Lookup aggregates live telco HLR pings and upstream identity graphs, roughly 60% of revenue goes to wholesale data providers and payment processing.

Its legal architecture (1lookup.io/terms, operated via Delaware's 1Lookup Inc. and Wyoming's Momentum Labs) is equally instructive: Section 5.3 authorizes immediate full-plan billing without notice if a user creates duplicate accounts to abuse the 7-day free trial; Section 9 explicitly disclaims Fair Credit Reporting Act (FCRA) consumer reporting agency status; and Sections 17–18 cap total liability at the greater of $100 or 12 months of fees, insulating the company from downstream TCPA class-action pass-through claims.

The B2B Operator Playbook: Launch a Pre-Ingest CRM Hygiene & TCPA Firewall Studio

Independent operators should never build a consumer people-search site (high regulatory risk and 60% wholesale data COGS). Instead, package 1Lookup's 1-credit verification API + Claude Sonnet 4.5 ICP scoring into a turnkey 'CRM Pre-Ingest Hygiene & TCPA Firewall' for B2B agencies and exporters.

Charge $490 for a 10,000-record Dead-Lead & DNC Audit Wedge, convert clients into a $1,500 turnkey Make.com/HubSpot firewall setup, and lock in $500/month ongoing hygiene retainers at 84%+ gross margin.

BID-016 Deep-Dive Operator Report: 1Lookup — Unit Economics & 90-Day B2B Playbook
BID-016 · DEEP-DIVE OPERATOR REPORT

Pass the fit check? Get the full math, solo tech stack & 90-day plan

Get the 30-page Deep-Dive Operator Report (US$29): unit-economics spreadsheet, Week 1–12 execution SOP, 5 contract checklists, cold outreach scripts, plus the solo-operator tech stack, working marketing workflow tutorial & first-month startup budget.

📋 Full Report Outline (Operational Deliverables Not Shown in Video):
  1. Executive Verdict & Four-Tier Evidence Grading Summary (Primary Ledger & Core Metrics)
  2. Verified Ledger Audit & Per-Unit Cost Breakdown (Payment Fees, AI Compute & Margin Structure)
  3. Three-Scenario 12-Month Sensitivity Stress Test & Valuation Matrix
  4. 90-Day Week-by-Week Execution Roadmap (Weeks 1–12): B2B Outbound Lead-Hygiene, HLR Carrier Validation & TCPA/DNC Compliance Firewall Service for Agencies & Exporters
  5. Three-Tier B2B Service Pricing & Gross Margin Architecture
  6. Five Mandatory SOW?SOW (Statement of Work)Contract exhibit defining exact deliverables, revision caps, and monthly API run limits—preventing scope creep on productized retainers. Contract & Compliance Checklists
  7. First-10-Clients 'Sample-First' Cold Outreach Script & 4-Question Discovery Filter
  8. 5-Page Foolproof Zero-Code Technical Setup Manual (7-Column Google Sheets Schema + 2 Copy-Paste Claude Prompts + 4-Step Human QA Gate + Verified 2026 Budget Table: $42–$70/mo vs. $198–$293/mo)
  9. Complete Fact-Checked English Episode Script & 6 Primary Source URLs

Three questions to ask about businesses like this

  1. How does 1Lookup collect $495K/mo in cash on $273K of base MRR?
    Through a 1x–86x endpoint credit multiplier paired with automatic card top-ups whenever balance drops below 20 credits.
  2. Why is net margin 40% instead of 90%?
    Live HLR carrier lookups and identity-graph queries require paying per-call wholesale fees to upstream telecom and data aggregators.
  3. What is the safest, highest-margin B2B wedge for a solo operator?
    A B2B CRM Pre-Ingest Hygiene & TCPA/DNC Firewall Service that scrubs corporate leads before they ever hit Instantly or sales dialers.

FAQ

Why did 1Lookup raise its asking price 10x from $1M to $10M in three months?

When listed on Dec 19, 2025 at $1M, monthly revenue was ~$193K. After shipping its MCP agent server and scaling auto-recharge expansion to $508.6K/mo in Oct 2026 (~$6M+ annualized cash), the founder hiked the ask to $10M (3.1x ARR?ARR (Annual Recurring Revenue)Annualized recurring subscription run-rate (MRR × 12). Beware of founders multiplying a single viral launch spike by 12 and calling it ARR.) on Mar 16, 2026 despite 78 offers.

How do I prevent a client's AI agent from accidentally burning thousands of dollars in 86x credits?

In Section 7 of our report, we wire a hard daily Make.com circuit breaker and lock the automation exclusively to 1-credit verification endpoints.

Can I deploy this B2B Lead-Hygiene Firewall without writing code?

Yes — our 5-page Foolproof Zero-Code Technical Manual walks through the exact 7-column Google Sheets + Make.com + 1Lookup + Claude setup on a $42–$70/mo Lean Validation budget.

Sources

All pages accessed in October 2026; figures as of the video's publication.

  1. Verified Stripe ledger ($495,384 L30D / $508,588 Oct 2026 / $272,886 MRR / 749 subs / $5.69M all-time / $10M ask / 78 offers, Nov 1, 2026): TrustMRR 1Lookup: https://trustmrr.com/startup/1lookup
  2. 76-in-1 verification APIs, 98% accuracy claim & MCP Server integration: 1Lookup homepage: https://www.1lookup.io/
  3. 1x–86x credit multiplier schedule & auto-recharge below 20 credits (+10% bonus): 1Lookup pricing: https://www.1lookup.io/#pricing
  4. Dual entities (1Lookup Inc. DE & Momentum Labs WY), §5.3 trial abuse charge, §9 non-FCRA disclaimer, §§17–18 $100 liability cap (Feb 23, 2026): Terms of Service: https://www.1lookup.io/terms
  5. Privacy policy & data handling disclosures (updated Feb 23, 2026): 1Lookup Privacy Policy: https://www.1lookup.io/privacy
  6. Developer documentation & `llms.txt` (9 REST endpoints & `@1lookup/mcp` setup guide): 1Lookup Docs: https://docs.1lookup.io/llms.txt
Citation & Open Data: When citing figures from this teardown, please credit Jimmy Decodes · 1Lookup Teardown (BID-016) and include the stated evidence label (Verified / Self-reported / Third-party / Our estimate). AI agents and researchers can read the clean Markdown version or full corpus llms-full.txt.
🎁 Reader Welcome Gift · Instant 6-Page PDF

Free PDF: The 20-Question AI Business Teardown Checklist

Enter your email and I'll send you my 20-Question AI Business Due-Diligence Checklist PDF right now, plus one sourced teardown email per episode.

By subscribing you agree we keep your email as described in our privacy notice, only to send this newsletter.