Prioritizing entries with research dossiers. Rankings are based on historical signals and do not represent opportunity quality; one product may have multiple metric records.
CASE / 541Associations
Roofing contractors enter an address to generate a report with roof area, pitch, a quote estimate, and hail storm history; the platform also offers an AI call answering service, website building, storm follow-up, and a CRM, aiming to replace measurement tools, answering services, and marketing agencies with a single platform.
- Audience
- Roofing contractors in the US, door-to-door sales reps, and estimators
- Pricing
- subscription
- Channel
- Traffic estimate 2026-09: the top channel is direct at 39.15%, followed by organic search (estimated at about 46%) and referrals, with paid traffic at 0%; the search terms are all non-brand long sentences and industry terms, for example 'can you identify these residential asphalt shingles from an uploaded photo', 'roofing install ai quote software', 'roofing ai tool', 'roof ai', and 'roof measurements, instant estimates, roof visualizer app', with no rooftops brand terms, which suggests new users mainly come from roofing-industry searches and AI Q&A-style queries. The channels the founder self-reported on Revenue record are content marketing, blog, SEO, Facebook, Reddit, X, email, Product Hunt, and word of mouth, and he says "near-zero acquisition cost, relying on organic traffic". The website has no referral rewards; existing users are retained through the report allowance in the subscription, the AI front desk, and the CRM.
Snapshot MRR · USD · 2026-10-241,124
CASE / 542Software
Enter a URL and it gives the website an AEO (answer engine optimization) / GEO score, telling you how to change the page so AI assistants such as ChatGPT, Gemini, and Claude are more likely to cite it; the first two checks are free, and more checks and reports are sold by monthly subscription.
- Audience
- Marketers, SEO practitioners, and small-to-mid website owners who want their site cited in AI search results
- Pricing
- subscription
- Channel
- Last month on Traffic estimate, the top channel was organic search (about 45%), direct about 40%, and referrals about 9%; last month's visits were about 19.1K (-28% month over month); there are 71 search keywords, led by aeo checker, aeo grader, aeo checker free, aeo detector, and aeo geo score check, of which brand/generic terms make up about 40%. In a Hacker News post, the founder says "about 80% of users come from the domain itself", and within a week of launch it was in the top 5 for that keyword; on X he has only about 200 followers, and small subreddits on Reddit bring views but very few payments. The founder did not fill in a channel on Revenue record.
Snapshot MRR · USD · 2026-10-241,123
CASE / 543Mobile App
A mobile English speaking app: users do conversation role-plays (interviews, dating, everyday scenes) with an AI that clones the voice of English teacher Lewis, look up words during the conversation and save them to flashcards; pitched as the "anti-Duolingo", with less gamification and more speaking.
- Audience
- Adult English learners stuck at an intermediate level who understand grammar but are afraid to speak, especially Lewis's followers on social media
- Pricing
- subscription
- Channel
- Traffic estimate has no data for this site and the website fetch returned only the title, so there are no keywords, referring sites, or countries. There are only two sources of new users with evidence: first, the Product Hunt launch page, where "Stop playing, start speaking. The Anti-Duolingo." got 53 upvotes and 222 followers; second, the co-credited English teacher Lewis, whom the founder describes on Product Hunt as "an English teacher with 1.5 million followers" who posts content every day (speculation: he drives followers to the app from Instagram/YouTube/TikTok, and his followers are the main source of paying users). The Revenue record page has no channel filled in, and how existing users come back was not found.
Snapshot MRR · USD · 2026-10-241,117
CASE / 544Software
Developers embed a feature request board into their own iOS app with a Swift package; users submit and vote inside the app, and the developer reviews in a web dashboard. It also includes App Store review replies, user chat, and MCP access.
- Audience
- Indie developers and small teams who build their own iOS/macOS apps
- Pricing
- subscription
- Channel
- On Traffic estimate in 2026-09 the top channel was direct at 39.4%, followed by organic search at about 45% and referrals at about 9%; organic 85.9% and paid 14.1%; visits +29.67% month over month (no absolute visit count). The keywords include the brand keywords wishkit and wishkit.io api, plus icon-name search keywords such as x-circle (speculation: people land on some page of the site, unrelated to buying intent). The website blog has iOS development tutorials (adding a feedback board to SwiftUI, replying to App Store reviews, SKStoreReviewController); in 2023-07/08 the founder submitted links to Hacker News 4 times, each getting only 1-2 points, and it is also listed in third-party developer lists and comparison pages. The website has a logo wall of apps that use it and developer testimonials from X; the founder did not fill in a channel on Revenue record.
Snapshot MRR · USD · 2026-10-241,102
CASE / 545Software
Enter a stock ticker and get a structured research brief covering event background, valuation, technicals, risks, and catalysts, plus a watchlist, report history, alerts on major changes, and thesis tracking; it covers US, Hong Kong, and China A-share stocks.
- Audience
- Individual investors who want to keep following US, Hong Kong, and A-share stocks but have no brokerage research team (the search terms include the Chinese brand name 疯狗投研 and a Hong Kong stock code, which shows Chinese-speaking retail investors are part of the base)
- Pricing
- mixed
- Channel
- Traffic estimate last month: the top channel is direct (29.81%), with organic search about 52.6% of traffic (estimated from rank) and referrals about 10.5%; there are only 5 search terms, about 75% of them brand keywords (mad dog alpha, mad dog ai, mad dog alpha 疯狗投研), and the only non-brand term is "0981股價" (SMIC's Hong Kong stock code). The founder did not fill in a channel on Revenue record; the only publicly findable launches are two HN posts on 2026-03-30 and 04-01 (2 points each) and a Product Hunt page (2 votes, 1 comment, #160 of the day). Last month's visit count is empty in the input data. Existing users come back through alerts and the daily market brief (stated on the site; whether they actually pull users back is not verified).
Snapshot MRR · USD · 2026-10-241,096
CASE / 546Software
After connecting LinkedIn, sales and growth teams start from an idea or a link, generate posts in each person's own voice, schedule them in a team calendar, publish directly, and see each person's impressions and engagement.
- Audience
- B2B sales teams and startups that want to use employees' personal accounts for LinkedIn lead generation, and personal-brand creators
- Pricing
- subscription
- Channel
- In Traffic estimate 2026-09 the top channel is direct at 39.4%, followed by organic search at about 45.5% and referrals at about 9%, paid 0%, and visits are -9.49% month over month (no absolute figure). The search terms are all free-tool terms: linkedin text formatter, linkedin video downloader, linkedin post formatter, download video from linkedin, which shows the site's free small tools are catching the long tail of LinkedIn-related searches, and each tool page carries an entry such as "sign up free / write your post with inkiro". The homepage claims "100+ teams" and shows logos such as Amplemarket, Lovable, Notion, and Google plus user testimonials. On Product Hunt the founder says he had three years of ghostwriting LinkedIn content for founders, and says LinkedIn is a free organic acquisition channel (speculation: the first customers may have come from this circle of ghostwriting clients). The founder did not fill in a channel on Revenue record.
Snapshot MRR · USD · 2026-05-111,085
CASE / 547Software
Upload a long video or paste a YouTube link, and it automatically picks out highlights and produces short videos with captions; it also has AI voiceover, translation, faceless video generation, and analytics, for posting to TikTok, YouTube Shorts, and Instagram.
- Audience
- Content creators and side-hustlers who want to monetize faceless short-video accounts, and podcast / long-video authors who do not want to edit themselves
- Pricing
- subscription
- Channel
- On Traffic estimate in 2026-09 the top channel was direct at 39.2%, followed by organic search at about 45.6% and referrals at about 9%, paid 0%, +24.49% month over month (no absolute visit count). The search keywords are all brand keywords: teza app, teza, tezza, tezza app, tezza download (tezza may be people searching for another same-named photo-editing app, speculation), so new users mostly hear the name somewhere else first and then search for it, instead of discovering it through search keywords. The website's only social entry is Discord; the homepage shows creator earnings screenshots (about $471 to $16,827, not verified), claims a 4.9 rating / 2,000+ reviews / 100K creators, and mentions a mentorship program. The founder did not fill in a channel on Revenue record, and the X account has only 25 followers. Existing users keep using it through the posting rhythm of their accounts; how they come back was not found.
Snapshot MRR · USD · 2026-10-241,084
CASE / 548Software
Developers and AI agents use one key and one unified response format to call data from dozens of social platforms, including Reddit, X, TikTok, Instagram, and Threads, with credits deducted per call; the company also provides an MCP server and an agent skill pack.
- Audience
- Developers building social media monitoring, audience growth, or sentiment analysis, plus AI agent teams and marketing data companies that need real-time social context
- Pricing
- credits
- Channel
- Traffic estimate 2026-09: the top channel is direct (38.1%), then organic search (about 46%), and organic social about 9% (X, Reddit). Besides brand keywords, search terms include apify (a competitor name) and 'get all social media scraing under 1 api'. In Revenue record's own source stats, Google totals about 79%, Microsoft domains 6.9%, ChatGPT 4.7%, and stripe.com 2.5%, which shows paying users mainly come from Google and AI assistant searches. The founder posted a Show HN on Hacker News in 2026-04 and said the first customer came from a reply on Threads; referring sites include peerpush.com, github.com, and apis.io, with very small volume.
Snapshot MRR · USD · 2026-10-241,083
CASE / 549Software
Every day it asks ChatGPT, Perplexity, and Gemini a fixed set of questions, counts how often and where a brand is mentioned, compares it with competitors, and lists the source sites the AI cites; it also offers a free domain visibility report, weekly reports, an API, and MCP.
- Audience
- Marketing and SEO teams at B2B/B2C companies that want to know where their brand ranks in AI answers, and marketing agencies doing GEO for clients (most client logos are Polish brands)
- Pricing
- subscription
- Channel
- Last month Traffic estimate's top three channels were direct, organic search, and referrals; by our methodology search is about 45.5%, direct about 39.4%, referrals about 9.1%, and paid traffic 0%. Besides the brand keywords getmentioned and get mentions, the keywords include searchable free visibility report (matching the free visibility report on the homepage) and otterly and otterly ai (riding on a competitor's brand keywords); non-brand search is about 27%. The founder self-reports many channels on Revenue record: blog, content marketing, newsletter, SEO, LinkedIn, Reddit, X, YouTube, cold DMs, cold email, email marketing; the Revenue record page says about 58% of MRR is collected by direct invoice (not through Stripe), and the sale listing mentions an "effective outbound engine", which suggests larger customers were most likely won through outbound (speculation). Existing users stay through monthly subscription renewals and return to the product for the weekly reports.
Snapshot MRR · USD · 2026-10-241,078
CASE / 550Consulting
Ential is an Australian AI automation agency: after a free readiness assessment it sells an A$7,500 AI Operations Deep Dive, full-day workshops, custom automation, and AI Agent builds, plus small products such as the A$99/month Ential Marketing Hub and the AI assistant Donna.
- Audience
- Small business owners in professional services, real estate, healthcare, renovation, consulting, and coaching, with annual revenue of A$1 million to A$20 million, who want to hand their processes over to AI automation
- Pricing
- mixed
- Channel
- Traffic estimate data is thin: the top three channels are Display, Direct, and Mail (the top channel's share shows as 0%), and there are only 5 keywords, all city-based service terms such as ai automation brisbane, ai automation agency, and business automation software in sydney, with no brand keywords. In the website's About page the founder says clients come from personal referrals, workshops and training, and the free audit, and also mentions a client who found him on Instagram; the website shows 35 Google five-star reviews. No marketing channel was filled in on Revenue record. Existing clients come back through follow-up training, Marketing Hub subscriptions (10 subscriptions, MRR $1,074), and repeat purchases on new projects.
Snapshot MRR · USD · 2026-10-211,074
CASE / 551Software
An AI blogging tool that uses Search Console data to research, write, and publish blog posts automatically. It reads a site's Google Search Console data, does keyword research, builds a topic map, writes articles and publishes them automatically to WordPress, Webflow, Shopify, Ghost, and more, then tracks rankings and keeps optimizing.
- Audience
- SaaS founders, independent store sellers, local businesses, and SEO agencies who want organic traffic from a blog
- Pricing
- mixed
- Channel
- The Traffic estimate sample is tiny and only indicates direct visits of 40% and organic search of 45%. More credible is the visitor attribution the founder filled in on Revenue record: X 53.4%, Google 35.6%, larafast-mail 9.9% (the mailing list of the founder's other product, Larafast). Founder Serg has over 5,300 followers on X and speaks up on Threads, Discord, and Hacker News (Show HN); the channels filled in on Revenue record are newsletter, SEO, Threads, Twitter, and Discord. The website comes with a free Search Console audit and a SERP preview tool as acquisition entry points.
Snapshot MRR · USD · 2026-10-241,072
CASE / 552Software
A creator marketplace for buying and selling OpenClaw Agent personas and skill packs. Creators package the AI Agent configurations they actually run (persona, skills, prompts and install guides) and list them; buyers pay once to download and install; the platform takes a cut and charges creators a monthly fee. The founder is Nat Eliason's AI Agent, Felix.
- Audience
- Hobbyists and operators who use OpenClaw to build personal or small-team AI Agents, and creators who want to monetize their own Agent configurations
- Pricing
- mixed
- Channel
- Traffic estimate 2026-09: direct visits 40.3% are the top channel, organic search about 45%, referral about 9%, and X is the only social source; last month's visits were about 16,500. Brand keywords clawmart and claw mart make up about 40% of keywords, plus long-tail OpenClaw how-to queries such as 'openclaw how to add a new tool'. The initial traffic came from Nat Eliason's posts on X showing off Felix (several passed a million views), the Peter Yang podcast and Alex Lieberman's reposts, not from search. Revenue record has no marketing channel filled in. Returning users come back for creators' steady new releases and the leaderboards (Speculation).
Snapshot MRR · USD · 2026-10-241,060