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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.

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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 / 397Other

Reachlee

Lets creators and small businesses connect an Instagram/Facebook business account and use visual flows to turn comments and story replies into automatic DMs, capture leads, and grow followers with a "follow to unlock the link" gate.

Audience
Creators, agencies and small businesses driving traffic through Instagram, who want comment-triggered DMs, email lead capture, and follow gates to grow followers
Pricing
subscription
Channel
On Traffic estimate in 2026-09 the top channel is direct visits at 40.4%, organic search about 45%, and organic social about 9% (X, Instagram). Search keywords include the brand keyword reachlee plus "zorcha vs manychat", "auto dm" and "instagram auto dm". Since 2026-05-25 the website has published 38 blog posts, with many titles containing "Reddit picks", "vs ManyChat", "vs n8n" and "India-based creators", written around competitor and Reddit-recommendation search terms. The free plan carries the Reachlee brand, the generated link-in-bio pages have a "Build yours free" entry, and Growth Gate shows the brand to the people who get converted into followers. Existing users stay because the automation flows keep running on their accounts.
Snapshot MRR · USD · 2026-10-241,876
CASE / 398Photography

Ad Machine

Upload one product photo and get ad images in up to 20 styles and 9 sizes, which can be edited, upscaled to 4K, and turned into video; it works on the web, in an iPhone/iPad app, and as an MCP service.

Audience
E-commerce brands, small merchants, ad agencies, and freelancers who need ad images for channels like Meta, TikTok, and Google
Pricing
subscription
Channel
Traffic estimate 2026-09: traffic is too small, so it only lists the top three channels, Display, Direct, and Mail (the top channel's share shows as 0%, and by rank we estimate Display at about 55% and direct at about 34%); there is only 1 keyword, 'ad money machine' (a brand keyword variant), and no referral sites, social, or country data. Revenue record has no founder-reported channels. The website has an App Store app, an MCP service, and an Agent kit on GitHub, which shows it is looking for users in AI assistants and app stores at the same time; the website has one customer testimonial (a co-founder of Good Candy says it "has already saved us about $30K"). The founder's X account has about 5,764 followers, but no posts about Ad Machine from him were found. Returning users renew through the monthly token subscription, and MRR fell from $5,137 in 2026-02 to $1,848.
Snapshot MRR · USD · 2026-10-241,848
CASE / 399Software

Qadence

An SEO analysis tool that runs AI on Search Console data. After you connect Google Search Console, 15 specialized AI Agents do audits, indexing checks, keyword cannibalization, internal linking, and content briefs, and return an action list sorted by page; the data is read-only and the tool does not change your website.

Audience
French-speaking SEO consultants, freelancers, in-house marketers, and agencies managing multiple sites
Pricing
mixed
Channel
Traffic estimate has no data for this site. Most reviews on the website are from French-speaking users, and the founder's X account timseo_ has 2,840 followers and calls himself TimSEO; it is speculated he started off the audience in the French-language SEO scene (X, LinkedIn, YouTube) (speculation, no posts found). No channel was filled in on Revenue record. Monthly revenue often shows a sharp single-month rise while MRR stays flat (2026-04 $10,412, 2026-09 $7,269), which suggests one-time or credit-pack sales, with the source unknown.
Snapshot MRR · USD · 2026-10-241,832
CASE / 400Software

Motionfly

Enter a product description and the AI automatically writes the script and makes 3D phone/computer mockups, animation, voiceover, and sound effects, producing product launch videos, SaaS explainer videos, and app launch videos; it also has a free desktop screen recorder and Claude/ChatGPT integration.

Audience
Indie developers, founders, marketers, and small product teams who need a launch video for their own SaaS or app
Pricing
subscription
Channel
Traffic estimate 2026-09 shows direct as the top channel at 40.3%, organic search about 45%, and referral about 9%; the only social source is X. Besides the brand keyword motionfly, the search terms include long descriptive phrases of a need such as 'create saas video presentation ai' and 'generate video preview for app appstore and ios'. The channels the founder filled in on Revenue record are X (Twitter) and Reddit. The homepage has no referral, watermark, or affiliate mechanism, and /showcase displays brand videos made with Motionfly; a blog entry exists but has no articles. Returning users come back by continuing to make launch videos for new products.
Snapshot MRR · USD · 2026-10-241,827
CASE / 401Software

ApplyAll

A mass job-application service for job seekers: it matches jobs from a pool of roughly 1 million open positions, has a human review them, and submits the applications on the user's behalf. One payment buys 100 or 200 applications, with a full refund if there is no live interview within 30 days.

Audience
White-collar tech, corporate, and knowledge workers in the United States and Canada, employed or unemployed, who want interviews fast and don't have time to apply in bulk themselves
Pricing
one-time
Channel
Traffic estimate 2026-09: the top three channels are direct (26%), organic search (about 55%), and AI chat tools (about 11%). Besides the brand keywords applyall and applyall review, many search terms are long-tail pages for specific roles or companies, such as 'support specialist philip morris interview' and 'jobs bayfield co', which suggests it holds search positions with large volumes of job/interview content pages. Social channels are LinkedIn, X, and Reddit. The channels the founder filled in on Revenue record are word of mouth, affiliate commissions, and LinkedIn. The website runs a free resume live workshop led by the founder every week, and Trustpilot has many reviews with the founder replying personally.
Snapshot MRR · USD · 2026-10-241,824
CASE / 402Software

Agent Media

Connects to Claude, ChatGPT, or Codex through a single MCP link; the user describes a plot, and the tool writes the script, casts the characters, and shoots a vertical short drama, up to 60 seconds per episode, with the same cast running through the whole series. Earlier, Revenue record listed it as an AI UGC platform that turns products into video ads.

Audience
AI video creators and small-brand marketers who want to make short dramas, micro-dramas, or product video ads with Claude/ChatGPT
Pricing
mixed
Channel
Traffic estimate 2026-09: direct 40.8%, organic search about 44.4%, referrals about 8.9% (of which hidden sources are 18.4% and 14.0%), and social is only X; about 22.8K visits last month. 60% of the keywords are brand keywords (agentmedia, ajentmedia, createugc), and the non-brand keywords, like skill synthesia claude and arcads ai, are searches for competitor alternatives. The channel the founder self-reported on Revenue record is SEO; the website has series/episode/guide pages and is listed in MCP directories (Glama, mcp.so, etc.), and it has an affiliate program with 30% lifetime commission, a launch-period referral contest from 10-28 to 11-07, plus Discord and X. Returning users renew through the monthly subscription and credit allowances.
Snapshot MRR · USD · 2026-10-241,812
CASE / 403Education

Voltage Learning

A hardware engineer interview question bank with online practice and AI feedback: it collects real hardware interview questions from companies such as Apple, NVIDIA, AMD, and Tesla, with AI review, role-based practice, behavioral interview questions, and resume tools, to help electronics and electrical engineering students and job seekers prepare.

Audience
Electronics, electrical, and computer engineering students and engineers preparing for internships or jobs at chip and hardware companies
Pricing
mixed
Channel
Traffic estimate 2026-09: organic search 57%, direct 32%, and social traffic from Reddit 6.4%; non-brand keywords include arm internships and hardware fundamentals and one debugging scenario. The website blog published 45 articles between 2026-01-06 and 03-13, with a batch of titles that read like Reddit posts (such as "Don't crash out during FAANG hardware interviews" and "I think FPGA/ASIC recruiting pipelines are broken") plus interview guides written by company and role; the homepage lists logos of 10 universities such as USC, Michigan, and Georgia Tech, and testimonials from engineers at 8 companies. Existing users are retained through the Daily Challenge, a leaderboard, and monthly subscriptions.
Snapshot MRR · USD · 2026-10-241,809
CASE / 404Software

ApexVol

A web terminal for options volatility and gamma analysis. It puts implied volatility, market-maker gamma (GEX), the Greeks, and live option chains on one screen, with 50 modules, option screeners, a public API, and an MCP interface, covering 5,500+ US stocks and ETFs.

Audience
Individual US options traders, especially intermediate-to-advanced players who watch IV, GEX, and earnings expected moves, and people who want to pull options data with AI assistants such as Claude
Pricing
subscription
Channel
Traffic estimate 2026-09: the top channel is direct at 39.6%, organic search about 45%, and referrals about 9%; about 99 search terms, including brand keywords such as apexvol and apexvol greeks calculator, and terms like 'terminal gex'. The website has a learning center, a glossary, free calculators, a monthly IV report, a newsletter, and the Volcademy course, and links only to YouTube and TikTok. The public API and MCP went live on 2026-08-04, and it entered Claude's connector directory on 2026-10-09. The founder left the channel field on Revenue record empty. Returning users stay through their subscriptions, and MRR rises month by month.
Snapshot MRR · USD · 2026-10-231,808
CASE / 405Services

Price Per Token

A lookup site that compares the per-million-token prices of LLM APIs. It collects input, output, and cache prices and benchmark scores for 300+ models from OpenAI, Anthropic, Google, Mistral, and others, so developers can compare which model is the best value; it also has an MCP service and an email newsletter.

Audience
AI developers choosing an LLM API who need to estimate call costs, and small companies that use large models
Pricing
Pricing model unknown
Channel
Traffic estimate 2026-09: the top channel is organic search at 73.27%, followed by direct, with referral only about 4%; 3.3K keywords, with non-brand terms such as deepseek pricing, codex pricing, groq free models, and token counter, which correspond to the site's per-model price pages and comparison pages. The Show HN of 2025-07-25 got 339 points and was the source of the first wave of developer traffic; after that the founder posted on HN with every new page, but got only 1-2 points. The only social source is Reddit, and no channel was filled in on Revenue record. Returning users come back to check prices when models get price increases or cuts and new models launch, and through the newsletter.
Snapshot MRR · USD · 2026-10-241,800
CASE / 406Software

Visible Privacy

Cookie consent banner subscription service that helps websites comply with GDPR and CCPA. It installs a cookie consent banner on a website, automatically manages visitor consent, and connects to Google Consent Mode to satisfy GDPR and CCPA; there is also an enterprise-oriented open-source edition, Open Consent.

Audience
Small and mid-sized site owners, online stores, and site-building agencies in Spain and Europe who need to meet EU cookie compliance
Pricing
subscription
Channel
Traffic estimate 2026-09 shows direct as the top channel at 40.63%, followed by organic search (estimated about 44%); search is 100% organic with only 24 keywords, brand keywords about 60% (visible privacy, visible privacy policy) and the only non-brand ones cookies google and cookies chrome, so search traffic is very small. Spain is the only country; the website has Reseller and Agency Partner commission programs, and customers may come mainly from agencies and local websites (speculation). No channel filled in on Revenue record, no social or media launch records were found, and Product Hunt has only 6 upvotes.
Snapshot MRR · USD · 2026-10-241,796
CASE / 407Software

Rule1

Connects to ad accounts on Meta, Google, TikTok and others, analyzes ad creatives frame by frame for hooks and pacing, uses custom hit-rate rules to show which creatives, creators and audiences meet the bar, monitors competitor ads, and pushes weekly reports and insights to Slack.

Audience
E-commerce brands, media-buying teams and ad agencies running paid ads, especially e-commerce marketing teams in the Netherlands and Europe
Pricing
subscription
Channel
On Traffic estimate in 2026-09 the top channel is direct visits (40.6%), followed by organic search, and the source is 100% organic; besides the brand keyword rule1 ads, search keywords include competitor and benchmark terms in the ad-buying space such as atria ad library usage limit, google roas benchmarks, roas benchmarks and madgicx autorules, which shows it draws media buyers with ROAS benchmarks, competitor comparisons and tool-guide content. The website has an /articles blog, ROAS and CPM calculators, a free ad naming convention generator, and pages comparing it with Motion, Triple Whale and Foreplay. The website shows logos and testimonials from European e-commerce customers, and the founder did not fill in a channel on Revenue record. Existing users stay through the €149 monthly subscription, with only 9-11 subscriptions and MRR fluctuating between $1,700 and $3,700.
Snapshot MRR · USD · 2026-10-241,783
CASE / 408Software

Canopy API

Developers get Amazon product details, prices, search results, reviews, sellers, deals, and category data with a single API key, with no scrapers to maintain; it offers REST, GraphQL, and an MCP service for AI assistants.

Audience
Developers and SaaS companies building Amazon product research, price comparison, and seller tools, and developers who want to connect Amazon data to AI assistants
Pricing
mixed
Channel
Traffic estimate 2026-09: direct 40.4%, organic search 44.7%, referrals 8.9%, keywords 100% organic, with brand keywords at about 60%; the non-brand keywords are 'amazon product image downloader' and 'amazon image downloader' (from the site's free Amazon tools) and the comparison term 'canopy vs rainforest api'; referrals include ahrefs.com, and the only social source is Reddit. Since 2026-03 the blog has posted changelogs, free tools (keyword rank checker, pricing calculator), and comparison articles such as 'Amazon Product Data Alternatives' and 'Is Scraping Amazon Legal'. The founder left the channel blank on Revenue record; it was on Product Hunt in 2023 and posted a Show HN in 2024-03.
Snapshot MRR · USD · 2026-10-241,783