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Understand how businessesreally grow

Explore verified revenue signals, uncover growth strategies, and turn business intelligence into research your AI agent can run — with the date and evidence level on every number.

MoneyAtlas is a revenue-intelligence and teardown library for software products with public revenue signals — Micro SaaS / AI tool benchmarks, competitor go-to-market study, and MCP-based agent research.

Scope limits live on the Method page (not for TAM, profitability, or "guaranteed" ideas).

Public revenue signals

labelledFactDerivedClaimedEstimate

Revenue ≠ profit. Each figure is labelled by how we know it — provider read, derived metric, founder claim, or model estimate. The 851-product Revenue Dataset is not the same as the Business Reports count below.

  • FactProvider-readable
  • DerivedComputed from Fact
  • ClaimedFounder / page disclosure
  • EstimateModel
Revenue · last 30 days
$12.06MListed report cards · live
Revenue Dataset
851as of 2026-10-30
MRR Coverage
435median $396 · as of 2026-10-30
Business Reports
648Listed with screenshots · not the 851 census

The $ figure mixes Subscription, Managed Service, Marketplace Fee, Transaction Fee, Usage-based, Hybrid and similar models on listed report cards — not one accounting concept (not GMV, take-rate, or profit). Method

Open same-model rankings (Subscription / Usage / Marketplace & Transaction / Managed)

Top 10 by revenue

Revenue · last 30 days
  1. 1

    Comp AI

    Artificial Intelligence · Managed Service

    $893.5K

  2. 2

    Stack Influence

    Marketing · Marketplace Fee

    $871.0K

  3. 3

    Supliful

    E-commerce · Hybrid

    $853.9K

  4. 4

    MyPlots

    SaaS · Transaction Fee

    $681.5K

  5. 5

    1Lookup

    SaaS · Usage-based

    $508.9K

  6. 6

    Postiz

    Social Media · Subscription

    $405.0K

  7. 7

    HypeProxies

    Security · Subscription

    $254.5K

  8. 8

    Clipster

    Content Creation · Marketplace Fee

    $218.8K

  9. 9

    Cometly

    Analytics · Subscription

    $214.9K

  10. 10

    Rezi

    Artificial Intelligence · Freemium

    $210.7K

This Top 10 mixes business models (e.g. Managed Service, Marketplace Fee, Hybrid, Transaction Fee, Usage-based, Subscription). Provider “30-day revenue” is not comparable across models as net revenue, GMV, or profit. Use same-model rankings for like-with-like boards.

Same-model revenue rankings

What readers are studying

The most-read reports of the past 30 days

Explore all businesses

1Lookup

SaaS · Usage-based

The #1 tool for validating phone, email and IP data in real time. All through one powerful API.

Revenue · 30 days
$508.9K
MRR · Latest
$273.3K

AEO Engine

Artificial Intelligence · Subscription

The AI SEO agency that makes you the answer in AI Overviews, ChatGPT, and Google.

Revenue · 30 days
$196.7K
MRR · Latest
$187.1K

Comp AI

Artificial Intelligence · Managed Service

Compliance automation combining continuous evidence collection, policy generation and monitoring with dedicated Slack expert support, helping teams prepare for audits and enterprise buyer reviews; the site also provides comparisons, cost guides and customer stories.

Revenue · 30 days
$893.5K
MRR · Latest
$16.3K

Aisle

Travel · Subscription

Aisle is a wedding website builder and destination wedding planning platform. Create your site, collect online RSVPs, manage your guest list, and let guests book and pay for rooms. Find a venue or add one you've already booked, with budgets, checklists and seating plans in the same place.

Revenue · 30 days
$30.0K
MRR · Latest
$2.6K

Supliful

E-commerce · Hybrid

A private-label platform that sources, brands and fulfills supplements, beauty products and coffee for merchants.

Revenue · 30 days
$853.9K
MRR · Latest
$177.5K

MyPlots

SaaS · Transaction Fee

A platform for finding, hosting, and selling tickets to real-life events, with a marketplace for gear and resale tickets.

Revenue · 30 days
$681.5K
MRR · Latest
$0

Four ways to read a business

Every report looks at a startup the way an investor, a growth analyst, a quant and an operator would

Revenue you can verify

Provider-reported revenue where available. Derived metrics and model estimates are labelled Fact · Derived · Claimed · Estimate, with source dates and coverage.

How they grow and distribute

Which channels actually bring users — search, social, communities or launches — and how each one was built up.

Traffic and search, side by side

Monthly visits, top countries, ranking keywords and pages — competitor research without five different tools.

What they got right

Positioning, pricing, launch timing and the go-to-market calls that worked, turned into moves you can copy, each with its source.

Whose revenue is taking off

Last 7 days: 50 rising, 242 falling; 11 new on the board today.

See the full board

One reportThe business insights you care about

  • Find information from multiple platforms in one place
  • Explore product, acquisition and monetization to find practices you can adapt

How we label traffic and growth evidence

Give your agent better business judgment

  1. 1Choose a report
  2. 2Add your goal
  3. 3Connect your agent

Claude Code

Codex

Grok Bot

OpenClaw

Gemini CLI

Copilot

Windsurf

Cline

Trae

Kiro

Who MoneyAtlas is for

Whether you build, research, run a side project or own a shop, learn from businesses that already work

Indie developers

Before you write the code, see what similar products earn and where their customers come from, and check your idea against real numbers.

Researchers

Compare companies on the same revenue, traffic and playbook measures, with every figure traced to its source.

Side projects

Find small niches that already pay, and pick one you can start on evenings and weekends.

Shop and business owners

See how peers price, win customers and make their money, and bring the moves that work back to your own store.

FAQ

Questions about MoneyAtlas

About subscriptions

MoneyAtlas breaks down online products that already make money: how much they earn, where their users come from and how they grow. Use it to find business ideas, test your own, study competitors or borrow acquisition and growth tactics.

More businesses worth researching

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