AI

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 Their observations agree with a 2017 GitHub survey, which found that 93% of developers consider incomplete or outdated documentation to be a pervasive problem.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

Terri Burns, a former partner at GV, is venturing into a new chapter of her career by launching her own venture firm called Type Capital. 

GV’s youngest partner has launched her own firm

The decision to go monochrome was probably a smart one, considering the candy-colored alternatives that seem to want to dazzle and comfort you.

ChatGPT’s new face is a black hole

Apple and Google announced on Monday that iPhone and Android users will start seeing alerts when it’s possible that an unknown Bluetooth device is being used to track them. The…

Apple and Google agree on standard to alert people when unknown Bluetooth devices may be tracking them

The company is describing the event as “a chance to demo some ChatGPT and GPT-4 updates.”

OpenAI’s ChatGPT announcement: Watch here

A human safety operator will be behind the wheel during this phase of testing, according to the company.

GM’s Cruise ramps up robotaxi testing in Phoenix

OpenAI announced a new flagship generative AI model on Monday that they call GPT-4o — the “o” stands for “omni,” referring to the model’s ability to handle text, speech, and…

OpenAI debuts GPT-4o ‘omni’ model now powering ChatGPT

Featured Article

The women in AI making a difference

As a part of a multi-part series, TechCrunch is highlighting women innovators — from academics to policymakers —in the field of AI.

3 hours ago
The women in AI making a difference

The expansion of Polar Semiconductor’s facility would enable the company to double its U.S. production capacity of sensor and power chips within two years.

White House proposes up to $120 million to help fund Polar Semiconductor’s chip facility expansion

In 2021, Google kicked off work on Project Starline, a corporate-focused teleconferencing platform that uses 3D imaging, cameras and a custom-designed screen to let people converse with someone as if…

Google’s 3D video conferencing platform, Project Starline, is coming in 2025 with help from HP

Over the weekend, Instagram announced it is expanding its creator marketplace to 10 new countries — this marketplace connects brands with creators to foster collaboration. The new regions include South…

Instagram expands its creator marketplace to 10 new countries

You can expect plenty of AI, but probably not a lot of hardware.

Google I/O 2024: What to expect

The keynote kicks off at 10 a.m. PT on Tuesday and will offer glimpses into the latest versions of Android, Wear OS and Android TV.

Google I/O 2024: How to watch

Four-year-old Mexican BNPL startup Aplazo facilitates fractionated payments to offline and online merchants even when the buyer doesn’t have a credit card.

Aplazo is using buy now, pay later as a stepping stone to financial ubiquity in Mexico

We received countless submissions to speak at this year’s Disrupt 2024. After carefully sifting through all the applications, we’ve narrowed it down to 19 session finalists. Now we need your…

Vote for your Disrupt 2024 Audience Choice favs

Co-founder and CEO Bowie Cheung, who previously worked at Uber Eats, said the company now has 200 customers.

Healthy growth helps B2B food e-commerce startup Pepper nab $30 million led by ICONIQ Growth

Booking.com has been designated a gatekeeper under the EU’s DMA, meaning the firm will be regulated under the bloc’s market fairness framework.

Booking.com latest to fall under EU market power rules

Featured Article

‘Got that boomer!’: How cybercriminals steal one-time passcodes for SIM swap attacks and raiding bank accounts

Estate is an invite-only website that has helped hundreds of attackers make thousands of phone calls aimed at stealing account passcodes, according to its leaked database.

8 hours ago
‘Got that boomer!’: How cybercriminals steal one-time passcodes for SIM swap attacks and raiding bank accounts

Squarespace is being taken private in an all-cash deal that values the company on an equity basis at $6.6 billion.

Permira is taking Squarespace private in a $6.9 billion deal

AI-powered tools like OpenAI’s Whisper have enabled many apps to make transcription an integral part of their feature set for personal note-taking, and the space has quickly flourished as a…

Buy Me a Coffee’s founder has built an AI-powered voice note app

Airtel, India’s second-largest telco, is partnering with Google Cloud to develop and deliver cloud and GenAI solutions to Indian businesses.

Google partners with Airtel to offer cloud and GenAI products to Indian businesses

To give AI-focused women academics and others their well-deserved — and overdue — time in the spotlight, TechCrunch has been publishing a series of interviews focused on remarkable women who’ve contributed to…

Women in AI: Rep. Dar’shun Kendrick wants to pass more AI legislation

We took the pulse of emerging fund managers about what it’s been like for them during these post-ZERP, venture-capital-winter years.

A reckoning is coming for emerging venture funds, and that, VCs say, is a good thing

It’s been a busy weekend for union organizing efforts at U.S. Apple stores, with the union at one store voting to authorize a strike, while workers at another store voted…

Workers at a Maryland Apple store authorize strike

Alora Baby is not just aiming to manufacture baby cribs in an environmentally friendly way but is attempting to overhaul the whole lifecycle of a product

Alora Baby aims to push baby gear away from the ‘landfill economy’

Bumble founder and executive chair Whitney Wolfe Herd raised eyebrows this week with her comments about how AI might change the dating experience. During an onstage interview, Bloomberg’s Emily Chang…

Go on, let bots date other bots

Welcome to Week in Review: TechCrunch’s newsletter recapping the week’s biggest news. This week Apple unveiled new iPad models at its Let Loose event, including a new 13-inch display for…

Why Apple’s ‘Crush’ ad is so misguided

The U.K. AI Safety Institute, the U.K.’s recently established AI safety body, has released a toolset designed to “strengthen AI safety” by making it easier for industry, research organizations and…

UK agency releases tools to test AI model safety

AI startup Runway’s second annual AI Film Festival showcased movies that incorporated AI tech in some fashion, from backgrounds to animations.

At the AI Film Festival, humanity triumphed over tech

Rachel Coldicutt is the founder of Careful Industries, which researches the social impact technology has on society.

Women in AI: Rachel Coldicutt researches how technology impacts society

SAP Chief Sustainability Officer Sophia Mendelsohn wants to incentivize companies to be green because it’s profitable, not just because it’s right.

SAP’s chief sustainability officer isn’t interested in getting your company to do the right thing