◉ GrowthRadarCommercial Casebook

THE BUSINESS CASEBOOK

Understand the business,
then find your opportunity.

Who pays for it? How does it acquire customers? Starting from real products, understand demand, pricing models, and growth signals.

Start reading cases ↓

EXPLORE CASES

Find a business worth studying

567 business cases

Prioritizing entries with research dossiers. Rankings are based on historical signals and do not represent opportunity quality; one product may have multiple metric records.

COMPARE THE BUSINESSES

Compare Businesses Side by Side

Top 6 cases on this page · MRR / USD

Only compares historical metrics on this page, not the entire market. Revenue does not equal profit.

CASE / 433Other

Storelister - Product Research Tool

A subscription research tool that tracks newly launched Shopify stores and product-selection trends. A subscription e-commerce product research tool covering 50M+ products and 1M+ stores, showing new stores and freshly tested products by category. Users use it to find products and niches that are not yet saturated.

Audience
E-commerce entrepreneurs running Shopify stores or dropshipping who need to find new products and competitor stores
Pricing
subscription
Channel
Traffic estimate 2026-09: the top channel is direct visits at 40.5%, followed by organic search (estimated 44.6%) and referral at about 8.9%; all known search terms (storelister, store lister, storelıster and so on) are brand keywords, a 100% brand share with no non-brand keywords coming in, which means the blog SEO (Shopify lister, MerchantGenius vs StoreLister and so on) has not yet brought visible traffic. Turkey accounts for nearly half of visits, and the names signed on the four homepage reviews also look Turkish (Cihan Erden shares a surname with the co-owner), so new users are presumed to come by word of mouth in Turkish-speaking dropshipping/e-commerce communities (Speculation). Existing users renew via monthly, quarterly or annual subscriptions; the data stops at 2026-07-03 because the Paddle key expired.
Snapshot MRR · USD · 2026-07-031,589
CASE / 434Software

Blipix

A one-click AI tool for making faceless short videos with automatic posting. Enter a topic or script in the browser, and the AI writes the copy, adds voiceover, subtitles, and visuals to generate faceless short videos for TikTok, YouTube Shorts, and Reels, then can post them automatically.

Audience
Content creators and side-hustlers who want to run 'faceless' short-video accounts, including individuals making AI story, anime, and history Shorts
Pricing
subscription
Channel
Traffic estimate 2026-09: direct at 39.3% is the top channel, organic search about 45% (estimated), referrals about 9%, and paid 0%; there are only 4 keywords, all brand keywords, including blipix affiliate program, which shows the affiliate program has search volume. The founder self-reported the channels SEO, Google Ads, Meta Ads, TikTok, Instagram, and YouTube on Revenue record. The website has an affiliate program with a 30% lifetime commission (30-day cookie, paid via Wise), Discord, Trustpilot reviews, and a blog (tool comparisons, AutoShorts/Crayo alternatives, etc.). The website claims 29,000+ registered creators and 41,000+ videos generated.
Snapshot MRR · USD · 2026-10-241,586
CASE / 435Education

Zero G Trading

Subscriptions for trading algorithms and tools: Nebula automatically executes NQ futures orders on TopstepX with intraday profit-target and loss locks; Titan uses a net gamma exposure (GEX) heatmap to mark market-maker positioning and gives contract callouts; the earlier Helios signal tool has stopped new sales.

Audience
US retail traders who trade NQ futures and 0DTE options on evaluation accounts or funded accounts at prop firms such as Topstep
Pricing
mixed
Channel
Traffic estimate has no data, so the source of new users can't be verified with traffic. The channels the founder filled in on Revenue record are SEO, Instagram, LinkedIn, TikTok, X, cold DMs, cold email, email marketing, and Discord, i.e. social content plus outreach plus community. The website has an affiliate program: only paid referrals of Nebula Core count, 3 referrals make your own Core free, and 5/10/20 referrals earn 10%/15%/20% monthly commission; the homepage offers a free guide, a free 0DTE risk calculator, and a free Titan preview on SOFI/RBLX, and steers people into a free Discord. Existing users renew on monthly subscriptions, and revenue swings a lot (monthly revenue from $1.2K to $10.3K) while MRR is only $1.6K, which means a good share of revenue comes from one-time or lifetime sales.
Snapshot MRR · USD · 2026-10-241,584
CASE / 436Media

Atlametrics

A French-language investing education plus tools platform: courses and videos with progress tracking, gamified quizzes and certification, stock and on-chain analysis tools, a budget planner, and, on the paid tiers, weekly live analyst sessions and personal investment plan follow-up; some tiers also charge a performance fee.

Audience
French-speaking individuals new to investing who want to learn about stocks, crypto, and asset allocation and want an analyst to guide them
Pricing
mixed
Channel
No Traffic estimate data, so the website's traffic is small, and the founder did not fill in a channel on Revenue record. The website homepage lists only X, Instagram, and a Telegram channel; members are called Atlantes (200+), the free plan gives access to a Discord community, and the paid tiers have weekly live analyst sessions; co-founder Benjamin's X account @mazaki_eth has 1,647 followers (+943 in the last 30 days). Speculation: new users mainly convert from French-language social media and the Discord/Telegram communities, and existing users renew monthly; MRR rose from $462 in 2025-11 to $1,560 in 2026-03 and has held between $1,300 and $1,580 since.
Snapshot MRR · USD · 2026-10-241,582
CASE / 437Information

TruckerDB

Subscription lead database that sends a list of newly registered DOT trucking companies every morning (owner name, email, phone, DOT number); the higher tier adds insurance renewal alerts and CRM export. Users take the list and cold-email prospective customers.

Audience
Small B2B businesses in the US trucking industry that want to win new trucking-company clients: truck dispatchers, freight insurance brokers, freight factoring companies, compliance agents
Pricing
subscription
Channel
The Revenue record page says every subscriber came from SEO, and the channel the founder filled in is also only SEO. Traffic estimate 2026-09 shows organic search at about 52% (estimated), direct 30.3%, referral about 10.5%, and the search terms are non-brand long-tail terms: carrier leads for dispatchers, how independent new dispatchers get carriers?, and so on, with brand keywords only 33%. The website carries a row of guide pages (Trucking Company Email List, Truck Insurance Leads, Cold Email Handbook, Freight Dispatchers Guide, etc.) to capture those searches, plus an affiliate program terms page. Existing users renew through monthly subscriptions, and the daily morning list delivery is the retention hook.
Snapshot MRR · USD · 2026-10-241,581
CASE / 438Software

Kodo

Tell the AI in a chat what you want and it builds layered, editable presentations, social graphics, posters and menus on screen on the spot; text, images and layouts can all be edited by hand, brand kits (fonts, colors, logo) can be saved, and designs export to PDF, PPT or images.

Audience
Small businesses, freelancers and small teams who make menus, posters, social graphics and simple presentations, and people who don't want to learn Canva's complex operations
Pricing
subscription
Channel
Traffic estimate 2026-09: the top channel is organic search at 44.3%, followed by direct at about 42% and referral at about 8%; 245 keywords in total, 100% organic, with brand keywords at about 20% and the rest long-tail generator searches such as website invite aesthetic maker, business card generator and food menu generator ai; the social source is X. In Revenue record attribution data Google is 67.9%, ChatGPT 16% and Bing 16%. It launched on Product Hunt on 2026-03-04, ranking #3 of the day with 369 upvotes; the founder's self-reported channels are SEO, X, LinkedIn and Product Hunt. The product has a Share button, a community Gallery and referral credits, but no watermark. Last month's visits were about 30K, -27.72% month over month.
Snapshot MRR · USD · 2026-10-241,573
CASE / 439Software

Startup Fame

A startup directory that gives indie developers and small startups exposure and backlinks. It is a curated, daily-updated directory of startups and products; founders can submit a product and get listed for free, and pay for homepage featured slots and high-authority do-follow backlinks in exchange for exposure and traffic.

Audience
Indie developers, micro startup teams and side-project founders who want high-authority do-follow backlinks and exposure in the founder community
Pricing
subscription
Channel
Traffic estimate 2026-09: direct visits 74.3%, referral 19.3% (71 referring sites, the top three receiptbaker.com 2.2%, yaps.ai 2.1%, xingqiaosub.com 1.3%), organic search only 3.9%; last month's visits were about 69,000. Among search terms, 'startup fame' and 'startupfa.me' are brand keywords, and sotwe, unorouter and hifun ai look like the names of other products listed on the site (Speculation). Outbound links go to bio.site 12%, x.com 11% and vibemusicing.com 6%, which shows visitors mainly come to click through to listed projects. The founder did not fill in a channel on Revenue record; there was one Product Hunt launch (19 upvotes); an HN comment listed it in a 'directories you can submit to' list. Paying users are the founders of the listed products, who renew by subscription each month.
Snapshot MRR · USD · 2026-10-241,560
CASE / 440Other

SocialClaw

Once the social accounts are connected, an Agent or a user can schedule and publish to X, Instagram, LinkedIn, TikTok, YouTube, Pinterest, and more through an API, an MCP server, or a CLI; it hosts the media and confirms the post went live.

Audience
Indie developers, founders, and small marketing teams who use AI Agents such as Claude, Codex, and OpenClaw to post social content in bulk
Pricing
subscription
Channel
Traffic estimate 2026-09: the top channel is direct at 45.01%, followed by organic search, which is 99.28% of search traffic across 48 keywords, mostly brand keywords (socialclaw, social claw, getsocialclaw), plus long-tail questions such as 'can i connect social media accounts mcp to codex app'; the only social source is Reddit, and referrals include dang.ai at 7.72% and wordpress.com at 7.44%. The product is an open-source OpenClaw skill and CLI (103 GitHub stars); the website has comparison pages, free tools, and several directory badges, and the founder posted a Show HN once in 2026-06 and once in 2026-07 (1-2 points). The founder filled in a very long list of channels on Revenue record (SEO, content marketing, and all the major social platforms), and existing users keep calling it from their Agent workflows.
Snapshot MRR · USD · 2026-10-241,547
CASE / 441Software

Nytfire Apps

A done-for-you CRM and marketing automation service built on GoHighLevel that sets up lead follow-up, booking, review requests, and similar workflows for clients; it also takes custom build, lead-generation funnel, and client portal projects.

Audience
Local service providers in the US such as HVAC, plumbing, and roofing businesses, plus coaches, consultants, and real estate investors
Pricing
mixed
Channel
Traffic estimate has no data for this domain and the Revenue record founder did not fill in channels either, so the source of new users was not found. The homepage has a booking calendar and a phone/text number you can contact directly; the founder is a podcaster and author (about 3,178 followers on X), and the homepage claims 1,500+ educational videos published, so clients likely come from the founder's content and one-on-one sales (speculation, no evidence). There are only 8 subscriptions, and a considerable part of monthly revenue comes from one-time setup fees.
Snapshot MRR · USD · 2026-10-241,536
CASE / 442Software

BuildLedger

Web-based project management SaaS: quote renovation/construction projects, schedule work, use AI to capture supplier invoices, do job costing and sync with Xero, then collect payments from owners through a client portal with supporting records, so builders can see their profit at any time.

Audience
Small and mid-sized builders and renovation contractors in Australia (Capterra lists 11-50 person teams) who need to manage project costs, invoices, variations, and communication with owners
Pricing
subscription
Channel
Traffic estimate 2026-09: direct at 33.7% is the top channel, and by rank the rest is estimated at organic search about 50% and referrals about 10%, with paid only about 5.7%; overall traffic is very small (global rank about 6.76M, only 7 keywords). The non-brand search terms are all construction-industry long-tail, such as deck and pergola estimator software, cost plus contract, and is 85 per hour too much to charge; the website also has a free Labour Rate Calculator, speculated to be an acquisition entry point. Revenue record has no marketing channels registered and the founder has no update posts; users convert through the 14-day trial, no referral mechanism was found, and owners in the client portal may bring in a little word of mouth (speculation).
Snapshot MRR · USD · 2026-10-241,529
CASE / 443Software

Setter AI LLC

AI appointment setter that follows up with leads within 10 seconds in WhatsApp and website chat and books calls. When a new lead comes in, the AI replies within 10 seconds on WhatsApp, SMS, or website chat, qualifies them, books qualified people into the merchant's calendar, and automatically sends follow-ups and meeting reminders.

Audience
Businesses that close high-ticket deals from ad leads, such as real estate, legal, and solar companies and sales outsourcing teams
Pricing
per item
Channel
Traffic estimate 2026-09 shows direct visits as the top channel at 40.54%, followed by organic search (estimated about 45%); search is 100% organic, and all 51 keywords are brand keywords (setter ai, appointment setter ai, what is trysetter), and the site had only about 15K visits last month. The website has an affiliate program, free tools (WhatsApp link generator, appointment-setting script generator), a WordPress plugin, and a blog. It launched twice on Product Hunt (2025-01-09, 5th on the daily leaderboard; 2025-07-30), and Starter Story has related coverage (only the title was seen). Revenue record has no channel filled in. Acquisition of high-ticket customers more likely relies on founder outreach and case studies, but there is no evidence.
Snapshot MRR · USD · 2026-10-241,528
CASE / 444Media

SetupClaw.xyz

Deploys and configures a secure OpenClaw personal AI assistant (connectable to Telegram, Discord, WhatsApp, and Slack) on a server for the user, so users don't have to install, configure, or maintain anything themselves.

Audience
Creators, coaches, and freelancers who want to use OpenClaw but can't or don't want to deploy a server themselves (mainly French-speaking)
Pricing
subscription
Channel
Traffic estimate has no data for this domain (the site is too small) and Revenue record's marketing_channels is also empty; the website has no referral or sharing mechanism, so where new users come from was not found. Judging from the revenue shape, revenue jumped from a few dozen dollars a month to $3,172 in 2026-03 and $11,326 in 2026-04, which matches the timing of OpenClaw going viral in the first half of 2026 (Speculation: riding the OpenClaw hype and the demand for "one-click hosting"). Existing users pay through subscription renewals, and MRR recovered from $22 in 2026-06 to $1,528 in 2026-10.
Snapshot MRR · USD · 2026-10-241,528