Enterprise

Mintlify taps AI to automatically generate documentation from code

Comment

Image Credits: Dmitry Bairachnyi (opens in a new window) / Getty Images

Mintlify, a startup developing software to automate software documentation tasks, today announced that it raised $2.8 million in a seed round led by by Bain Capital Ventures with participation from TwentyTwo Ventures and Quinn Slack, Sourcegraph’s co-founder. CEO Han Wang says that the proceeds will be put toward product development and doubling Mintlify’s core three-person team by the end of the year.

Ithaca, New York-based Mintlify was co-founded in 2021 by Han Wang and Hahnbee Lee — both software engineers by trade. Wang previously co-launched Foodful, a startup that developed a cloud-based monitoring system for cows, and Pe•ple, an online customer community platform that was acquired by Tribe in early 2021. Lee was a co-founder at Pe•ple before briefly joining Duolingo as an engineer.

Wang said the idea for Mintlify came from his and Lee’s experiences in software development, which involved working with documentation that wasn’t always complete or of the highest quality. Their observations agree with a 2017 GitHub survey, which found that 93% of developers consider incomplete or outdated documentation to be a pervasive problem.

“We’ve worked as software engineers at companies in all stages ranging from startups to Big Tech and found that they all suffer from bad documentation, if it even existed at all,” Wang told TechCrunch in an email interview. “Documentation is the lifeline for junior engineers and those jumping into new codebases. It helps senior devs save time from explaining their code to others in the future. For public-facing and open source products, documentation has a direct impact on user adoption.”

Mintlify
Image Credits: Mintlify

Mintlify aims to address the challenges around documentation with automation, specifically auto-generating documentation. The company’s platform reads code and creates docs to explain it, leveraging technologies including natural language processing and web scraping.

Wang declined to reveal more about Mintlify’s technical underpinnings, but generating documentation from code is well within the realm of possibility with today’s AI techniques. That’s evidenced by the fact that Mintlify has several competitors taking similar approaches, including Documatic, whose AI system automatically generates change logs and explanations from code in addition to documentation.

Wang asserts that Mintlify provides “significantly” higher quality results than its rivals, and — unlike some — doesn’t force developers to host documentation on a cloud service. “Mintlify’s mission is to solve documentation rot by developing continuous documentation into a standard practice for software teams,” Wang added. “[W]hen engineering managers are actively seeking solutions for better documentation practices … that’s when we step in.”

Beyond generating documentation, Mintlify routinely scans for “stale” documentation and detects how users engage with the documentation to improve its readability. (Wang emphasized that the platform doesn’t store code and encrypts all user data at rest and in transit.) Mintlify, which is free for individual developers, also integrates with existing systems including Slack, Dropbox and GitHub for automating task management and development workflows.

According to Wang, adoption of Mintlify’s free plan has been growing 20% every week since its January launch. With the user base now eclipsing 6,000 active accounts, the company plans to shift its focus to a premium offering oriented toward enterprise customers.

“The pandemic standardized a decentralized and asynchronous work environment. This made high-quality documentation critical to achieving efficient communication, onboarding and product development,” Wang said. “Our expansion into workflow automations is addressing the challenge by targeting the engineering managers with our existing fanbase serving as champions.”

More TechCrunch

HBO’s new documentary, “MoviePass, MovieCrash,” tells a story that many of us know about: how MoviePass, the subscription-based movie ticketing startup, was a catastrophic failure. After a series of mishaps…

MoviePass co-founders speak their truth in HBO’s new documentary 

The watch features a variety of different 3D games, unlocking more play time the more kids move.

Fitbit’s new kid smartwatch is a little Wiimote, a little Tamagotchi

In the video, a crowd is roaring at a packed summer music festival. As a beat starts playing over the speakers, the performer finally walks on stage: it’s the Joker.…

Discord has become an unlikely center for the generative AI boom

After the Wirecard scandal, Germany’s financial regulator BaFin started to look more closely at young fintech startups that wanted to grow at a rapid pace — it’s better to be…

Germany’s financial regulator ends anti-money laundering cap on N26 signups after $10M fine

Among other things, this includes the ability to trace code from source to binary packages across both platforms, single sign-on support and unified project structures.

JFrog and GitHub team up to closely integrate their source code and binary platforms

The company’s public fund disbursement and e-commerce platform makes accepting school tuition and enabling educational enrichment more accessible. 

Tech startup Odyssey goes on journey to help states implement school choice programs

A new startup called Kinnect aims to help people privately save generational memories, traditions, recipes, and more. The company’s app, launched this month, lets people create invite-only spaces where they…

Kinnect’s new app aims to help families record and store generational memories

Spotify has hiked its premium subscription in France by an eye-watering €0.13, in response to a new music-streaming tax.

Spotify hikes subscription price in France by 1.2% to match new music-streaming tax

The European Union has taken the wraps off the structure of the new AI Office, the ecosystem-building and oversight body that’s being established under the bloc’s AI Act. The risk-based…

With the EU AI Act incoming this summer, the bloc lays out its plan for AI governance

Solutions by Text, a company that gives people a way to pay their bills and apply for loans via text messaging, has secured $110 million in new growth funding. Edison…

Bootstrapped for over a decade, this Dallas company just secured $110M to help people pay bills by text

Owners of small- and medium-sized businesses check their bank balances daily to make financial decisions. But it’s entrepreneur Yoseph West’s assertion that there’s typically information and functions missing from bank…

Relay raises $32.2 million to help smaller businesses manage their cashflow

When other firms were investing and raising eye-popping sums, Clean Energy Ventures took a different approach. It appears to be paying off.

How Clean Energy Ventures avoided the pandemic bubble and raised a $305M fund

PwC, the management consulting giant, will become OpenAI’s biggest customer to date, covering 100,000 users.

OpenAI signs 100K PwC workers to ChatGPT’s enterprise tier as PwC becomes its first resale partner

Tech enthusiasts and entrepreneurs, the clock is ticking! With just 72 hours remaining until the early-bird ticket deadline for TechCrunch Disrupt 2024, now is the time to secure your spot…

72 hours left of the Disrupt early-bird sale

Avendus, the top investment bank for venture deals in India, confirmed on Wednesday it is looking to raise up to $350 million for its new private equity fund.  The new…

Avendus, India’s top venture advisor, confirms it’s looking to raise a $350 million fund

China has closed a third state-backed investment fund to bolster its semiconductor industry and reduce reliance on other nations, both for using and for manufacturing wafers — prioritizing what is…

China’s $47B semiconductor fund puts chip sovereignty front and center

Apple’s annual list of what it considers the best and most innovative software available on its platform is turning its attention to the little guy.

Apple’s Design Awards nominees highlight indies and startups, largely ignore AI (except for Arc)

The spyware maker’s founder, Bryan Fleming, said pcTattletale is “out of business and completely done,” following a data breach.

Spyware maker pcTattletale says it’s ‘out of business’ and shuts down after data breach

AI models are always surprising us, not just in what they can do, but what they can’t, and why. An interesting new behavior is both superficial and revealing about these…

AI models have favorite numbers, because they think they’re people

On Friday, Pal Kovacs was listening to the long-awaited new album from rock and metal giants Bring Me The Horizon when he noticed a strange sound at the end of…

Rock band’s hidden hacking-themed website gets hacked

Jan Leike, a leading AI researcher who earlier this month resigned from OpenAI before publicly criticizing the company’s approach to AI safety, has joined OpenAI rival Anthropic to lead a…

Anthropic hires former OpenAI safety lead to head up new team

Welcome to TechCrunch Fintech! This week, we’re looking at the long-term implications of Synapse’s bankruptcy on the fintech sector, Majority’s impressive ARR milestone, and more!  To get a roundup of…

The demise of BaaS fintech Synapse could derail the funding prospects for other startups in the space

YouTube’s free Playables don’t directly challenge the app store model or break Apple’s rules. However, they do compete with the App Store’s free games.

YouTube’s free games catalog ‘Playables’ rolls out to all users

Featured Article

A comprehensive list of 2024 tech layoffs

The tech layoff wave is still going strong in 2024. Following significant workforce reductions in 2022 and 2023, this year has already seen 60,000 job cuts across 254 companies, according to independent layoffs tracker Layoffs.fyi. Companies like Tesla, Amazon, Google, TikTok, Snap and Microsoft have conducted sizable layoffs in the first months of 2024. Smaller-sized…

23 hours ago
A comprehensive list of 2024 tech layoffs

OpenAI has formed a new committee to oversee “critical” safety and security decisions related to the company’s projects and operations. But, in a move that’s sure to raise the ire…

OpenAI’s new safety committee is made up of all insiders

Time is running out for tech enthusiasts and entrepreneurs to secure their early-bird tickets for TechCrunch Disrupt 2024! With only four days left until the May 31 deadline, now is…

Early bird gets the savings — 4 days left for Disrupt sale

AI may not be up to the task of replacing Google Search just yet, but it can be useful in more specific contexts — including handling the drudgery that comes…

Skej’s AI meeting scheduling assistant works like adding an EA to your email

Faircado has built a browser extension that suggests pre-owned alternatives for ecommerce listings.

Faircado raises $3M to nudge people to buy pre-owned goods

Tumblr, the blogging site acquired twice, is launching its “Communities” feature in open beta, the Tumblr Labs division has announced. The feature offers a dedicated space for users to connect…

Tumblr launches its semi-private Communities in open beta

Remittances from workers in the U.S. to their families and friends in Latin America amounted to $155 billion in 2023. With such a huge opportunity, banks, money transfer companies, retailers,…

Félix Pago raises $15.5 million to help Latino workers send money home via WhatsApp