FeatureBot: Revenue, team and how it was built
FeatureBot (AI feedback widget for software products, United Kingdom): US$99 a month, October 2026. Evidence grade A: disclosed by a company or a filing, or verified by a payment processor. Team: 1 founder listed; headcount not published. Launched 26 December 2025; still running, revenue flat.Added 3 November 2026
- Outcome
- US$99 a month, October 2026Revenue flat
- Evidence
- A disclosed by a company or a filing, or verified by a payment processor
- Launch
- 26 December 2025
- Status
- Still running
- Team
- 1 founder listed; headcount not published
- Outside funding
- None found in any source
- Main channel
- Not stated
FeatureBot is a feedback widget, a small chat window that a software company embeds in its own product so that users can ask for features or report problems. An AI asks follow-up questions, and semantic matching, comparing requests by meaning instead of by exact words, groups duplicates. Each request is then revenue weighted: the company passes each user's MRR (monthly recurring revenue, what a customer pays per month for a subscription), so a request from large customers ranks above a request from many free users. A newer feature writes code for a planned request and pushes it to GitHub as a branch for a developer to review.
TrustMRR lists John Joubert as the founder, the United Kingdom as the country and 26 December 2025 as the founding date. The site's terms say it is owned by Tiny Bot Labs Limited. TrustMRR reads the payments from Stripe through an API key, and its profile synced on 3 November 2026 lists US$99 of revenue in every month from January to October 2026, US$990 in total, an MRR of US$99 and one active subscription. The site's own price list gives US$99 as the monthly price of the Scale plan, so the most likely reading is one customer on that plan.
The money figure is grade A, read from a payment processor, but it is small: US$1,188 a year at the current rate. The same founder also runs Robotomail, an email service for AI agents, and Formbot, an AI form builder, which are linked from the FeatureBot footer. The page also shows earlier feedback and roadmap companies that failed against larger suites.

How much revenue does FeatureBot make?
Each row shows the evidence grade and the source numbers from the list at the end of this page. The grades are explained in How Aiolum verifies.
| Fact | Value | Grade | How we know | Sources |
|---|---|---|---|---|
| Revenue per month, January to October 2026 | US$99 in each of the ten months | A | TrustMRR monthly revenue timeline, from Stripe through an API key, synced 3 November 2026. The October payment was on 5 October. | [1] |
| MRR and active subscriptions, November 2026 | US$99; 1 active subscription | A | TrustMRR metric snapshot, synced 3 November 2026. Last-30-day growth 0.0%. | [1] |
| Total revenue | US$990 | A | TrustMRR, all time and last 12 months, both US$990. | [1] |
| Run rate at the current MRR | US$1,188 a year | calc | Calculated: US$99 times 12. | [1] |
| Monthly price of the Scale plan | US$99 | C | Price data in the home page's script: Scale monthly 99, yearly 990 (shown as US$83 a month). The US$99 monthly payment matches this plan. That the one subscriber is on Scale is an inference, not verified. | [3, 2] |
| Founder | John Joubert | C | Named on the TrustMRR profile; the FeatureBot footer links to the X account johnjoubert; his Product Hunt profile links featurebot.com. | [1, 2, 8] |
| Legal owner | Tiny Bot Labs Limited | C | Terms of service and privacy policy. The TrustMRR country is GB. | [5, 1] |
| Founding date | 26 December 2025 | C | Founder-provided TrustMRR field. The site's sitemap has its oldest page date on 30 December 2025, and the Internet Archive first saw the product on 8 January 2026. | [1, 9, 4] |
| Team | headcount not published | C | TrustMRR lists one founder. The about page says "we" and names nobody. No source suggests more than one person. | [1, 7] |
| AI provider route | OpenRouter with zero data retention | C | Privacy policy, section 5. | [6] |
| Payment processor | Stripe | A | TrustMRR verification source; the privacy policy also names Stripe. | [1, 6] |
| Blog articles in the sitemap, November 2026 | 107 | calc | Calculated: count of /blog/ addresses in featurebot.com/sitemap.xml. Most are general product-management topics. | [9] |
| Traffic data on TrustMRR | not connected | A | Google Analytics, DataFast and Search Console are all marked not connected. TrustMRR's own user estimate field says 0. | [1] |
| Time from founding to the October 2026 figure | 10 months | calc | Calculated: December 2025 to October 2026. | [1] |
How to read this table: a grade A value comes from the Stripe data shown on the TrustMRR profile. A grade C value is the company's own website or the founder's own profile text. A "calc" value was computed on this page from the rows above it.
| Plan | Per month, billed yearly (US$) | Per month, billed monthly (US$) | Limit |
|---|---|---|---|
| Starter | 13 | 15 | 1 team member, 100 voices a month, 3 AI code generations a month |
| Growth | 21 | 25 | 2 team members, 500 voices a month, AI summaries, 10 AI code generations a month |
| Scale | 83 | 99 | unlimited members, workspaces and voices, custom domain, 30 AI code generations a month |
The home page shows the yearly prices first: US$150, US$250 and US$990 a year. The monthly prices load by script; they were read from the script file that the page loads. Starter has a 14-day free trial; Growth and Scale have a 60-day money-back guarantee. Limits are "voices", single feedback submissions per month.
When did FeatureBot launch, and how did it grow?
From a domain once offered for sale to a live product with one paying subscription, in ten months. Each entry carries its grade.
- August 2018CAn Internet Archive copy shows featurebot.com as a domain for sale for US$2,395, with placeholder contact names. Nothing ties that page to the current owner. [10]
- 26 December 2025CFounding date on the TrustMRR profile. [1]
- 8 January 2026CFirst archived copy of the product: conversational widget, revenue weighting, Slack, Zapier, GitHub and webhooks, the same three plans at US$13, US$21 and US$83 a month billed yearly, a 3-day trial and a 30-day money-back guarantee. A revenue chart on the page is marked "For illustration purposes only". [4]
- January 2026AFirst US$99 payment in Stripe. [1]
- By November 2026CThe home page adds AI code generation to GitHub pull requests, a 14-day trial on Starter and a 60-day money-back guarantee. [2]
- October 2026ATenth monthly payment of US$99; US$990 in total; one active subscription. [1]
Why did FeatureBot work?
Four causes, in the order they mattered. Each one is a reusable lesson.
One paying subscription
The verified revenue is one payment of US$99 a month, the same every month. That is the whole money result: real and verified, but one customer, according to the subscription count that TrustMRR listed.
Weight requests by what customers pay
Most feedback boards count votes. FeatureBot asks the host product to pass each user's plan and MRR in the widget code, so the dashboard can show which requests come from the customers who pay most. The documentation lists a data-mrr attribute in cents for this.
Conversation instead of a form
The widget is a chat. The AI asks follow-up questions, and requests that mean the same thing are grouped, so the team reads one request with many voices instead of many duplicates.
From request to code
When a request is marked Planned, the paid plans let the AI write a first implementation and push it to GitHub as a branch, with 3, 10 or 30 runs a month by plan.
How it was built
These details come from the company's own site, documentation and privacy policy. They are grade C. [2, 6, 9, 1]
- A Next.js web application; the widget is one script tag loaded from cdn.featurebot.com with a public key.
- AI processing goes through OpenRouter with zero data retention, according to the privacy policy.
- Stripe takes the payments; TrustMRR reads them through a Stripe API key.
- Webhooks send signed events (HMAC-SHA256) when feedback is created, voted on, changes status or is clustered.
- Integrations with Slack, Zapier and GitHub; public feedback boards on a company subdomain; custom domains on the top plan.
- A blog of 107 articles on general product-management topics, listed in the sitemap.
Tools named in the sources
Each one opens its page in the Tools tab, with every story that uses it.
Who tried this before FeatureBot, and why did they fail?
Three companies in our database of failed startups tried to collect customer feedback or plan product roadmaps and lost to larger suites. The values below are from that database and are not independently verified.
Posmetrics
The promiseCustomer feedback for retailers, collected on an iPad at the point of sale.
Why it diedCould not reach enough stores fast enough, and larger CRM platforms offered feedback as one feature of a bigger product.
Frogmetrics
The promiseReal-time customer satisfaction metrics from tablets in shops.
Why it diedHardware, distribution and maintenance costs were high, retail adoption was slow, and mobile apps replaced the tablets.
Interstate
The promiseSimple visual roadmaps that teams share to track progress.
Why it diedTrello, Asana and Jira already had deeper integrations and more features.
The failed startups come from our database of 1,749 dead startups, retold here in our own words. Its entries are AI-assisted summaries of public sources, so these cards carry no evidence grade.
What changed
The three predecessors needed hardware in shops or a whole team to build a roadmap tool. FeatureBot is software only, embedded with one line of code, and one person can build it because the language understanding is bought from model providers through OpenRouter instead of developed in-house.
What has not changed is the competition. FeatureBot's own site compares itself with Canny, Productboard, UserVoice and five other feedback tools, and the larger suites can add AI grouping themselves. Ten months after founding, the Stripe data on TrustMRR shows one subscription. Lower building cost made the product possible; it did not by itself bring customers.
Can one person copy FeatureBot now?
The product, yes. The result, not yet.
A solo founder built a complete AI feedback product with three paid plans, integrations and documentation, and one customer has paid US$99 a month for ten months, according to the Stripe data on TrustMRR. Building this is within reach of one engineer. Finding the second and the hundredth customer is the open part, and no source shows how FeatureBot plans to do it beyond its blog articles.
Where it is still open: Feedback tools for one platform where the big suites are weak, for example mobile apps, WordPress plugins or Shopify apps, where the request can be tied to what the customer pays.
- 1Pick a feature that the large tools treat as secondary, such as weighting requests by revenue, and make it the center of the product.
- 2Ship the integration as one script tag so that a trial takes minutes.
- 3Connect Stripe to a public revenue profile early, so that the real numbers are on record from the first month.
- 4Plan the customer channel before the third product: here one founder runs at least three products at the same time.
What could go wrong for FeatureBot?
The risks are the mirror image of the causes above.
Very small and probably one customer
The verified figure is US$99 a month with one active subscription, according to TrustMRR's Stripe data synced 3 November 2026. Losing that one customer would take revenue to zero. Who the customer is, and whether it is linked to the founder, is not known.
Testimonial could not be fully checked
The home page shows one testimonial, signed with a name and the title "Founder, WP Admin Order Modifier", that says duplicate requests fell by 80%. A WooCommerce plugin named Admin Order Modifier exists, sold by a South African web company, but no source confirms that its maker gave the quote, so this page does not name the person, and the 80% figure is not verified. The quote was already on the page on 8 January 2026, about two weeks after the founding date.
Illustration numbers on the early page
The January 2026 home page showed a chart of US$46K against US$142K MRR and "+209% MRR Growth". It was marked "For illustration purposes only" and is not a result. The current page no longer shows it.
Several products by one founder
The FeatureBot footer links Robotomail (email for AI agents), Formbot (AI forms) and a churn audit tool. The founder's Product Hunt profile lists Robotomail and Formbot. Time is split across them. Nothing on those pages fell under the site's no-controversy rule when checked on 3 November 2026.
Dates on the legal pages
The privacy policy says "Last updated: December 2024" and the terms "Last updated: January 2025", about a year before the founding date on TrustMRR. They may be copied from another product of the same company.
Sources
The grade next to each source is the best grade that the source can support. "Read in full" means that the text of the page was downloaded and the numbers were checked in it.
- A TrustMRR profile: FeatureBot (Stripe-verified revenue), synced 3 November 2026Read the markdown profile, downloaded 3 November 2026; an earlier copy synced 1 November 2026 gives the same monthly figures. Source for the monthly revenue, MRR, subscription count, total, founder, country and founding date. Profile text is founder-written (grade C).
- C FeatureBot home page, read 3 November 2026Read in full. Source for the features, the yearly prices, the AI code generation, the testimonial and the footer links.
- C FeatureBot home page script with the plan dataRead the plan objects as text (not run). Source for the monthly prices of US$15, US$25 and US$99.
- C Internet Archive copy of featurebot.com, 8 January 2026Read in full. Source for the early features, trial, guarantee and the chart marked for illustration.
- C FeatureBot terms of serviceRead the sections on the owner, billing and refunds.
- C FeatureBot privacy policyRead in full. Source for OpenRouter with zero data retention and Stripe.
- C FeatureBot about pageRead in full. Names no person.
- C John Joubert's profile on Product HuntRead in full. Links featurebot.com, tryformbot.com and robotomail.com, and lists Robotomail and Formbot as his launches.
- C FeatureBot sitemapRead in full. Counted 107 blog addresses; oldest page date 30 December 2025.
- C Internet Archive copy of featurebot.com, 1 August 2018Read in full. The domain was then listed for sale.
- C Robotomail home page (the founder's other product)Read the main section, to check the founder's other product against the no-controversy rule.
- C RD Order Modifier for WooCommerce on WordPress.org, and Robot Dwarf's Admin Order Modifier pageRead the plugin page, its developer's profile and https://www.robotdwarf.com/woocommerce-plugins/admin-order-modifier/ to check the testimonial. They confirm the product exists, not the quote.
- C Database of failed startups, local exportLocal export. AI-written summaries, not independently verified. Source for the failed predecessors.