Free NewsletterPro Login
S&P 500 6,287 +0.42%
DOW 44,521 -0.18%
NASDAQ 21,103 +0.71%
S&P 500 +12.4%
Briefs Finance Fund +24.8%
JOIN THE FUND →

AI Detection Startup Pangram Secures $9M to Spot Machine-Written Text and Visuals

Published Jul 29, 2026
[tts_player]
Share:
AI Detection Startup Pangram Secures $9M to Spot Machine-Written Text and Visuals
Summary:
  • Pangram, an AI-detection startup, raised $9 million from Menlo Ventures and other investors to launch new detection models for text and images.
  • The company's text model claims over 99% accuracy at catching AI-written and mixed human-AI content, with a false-positive rate of roughly 1 in 10,000 human documents.
  • Substack and Quora already use Pangram's technology to label or screen AI-generated material.

New Funding, New Models

A New York startup called Pangram wants to help you tell the difference between a human-written article and something a chatbot churned out. Menlo Ventures led the funding round, joined by Haystack, ScOp, Script Capital, and Cadenza as additional backers. The company started in 2024, shortly after ChatGPT debuted.

The timing makes sense. AI-generated content has exploded across the internet. Low-quality SEO articles, bot posts, and even disinformation campaigns that use large language models are everywhere. Max Spero, one of Pangram's co-founders, said, "LLM-powered Russian disinformation campaigns and UAE-influenced campaigns on Twitter" are just one example of what detection tools need to catch.

Competitors such as Winston AI, Originality.ai, Copyleaks, and GPTZero offer similar services, but Pangram differentiates itself with its low false-positive rate and backing from prominent venture firms.

How Pangram's Detection Works

The new text detection model looks for the subtle patterns that AI writing tools tend to repeat. "Our model is learning the stylistic differences and the choices that AI makes consistently," Spero said. That lets it flag AI-generated text with high confidence.

Get the market news that matters in a five-minute read with Market Briefs, our free daily newsletter

It also handles the gray area where humans and AI mix. In one test, a human-written article that had been polished by an AI chatbot scored just 13% on Pangram's AI-assisted scale. The same article in its original, unpolished form scored 100% human.

False positives are a big worry with these tools. Nobody wants their own work wrongly flagged as machine-made. The service costs $20 per month for users who want access through the web or a browser extension.

Who Is Already Using It

Pangram is not starting from scratch. Several well-known platforms have already plugged in.

Quora relies on the API to screen content. Additional API clients include educational institutions, book and article publishers, literary agents, and hiring managers.

Spero put it plainly: "I think it's just incredibly valuable to know whether what you're looking at is something that's AI-generated or not." He added that knowing the source changes how you read something - whether you need to watch for hallucinations or can trust it as well-researched reporting from an actual journalist.

What This Means for the Content You Read

Pangram plans to release its image detection model more broadly in the coming weeks. The image preview is already out, and it will go wider soon.

The bigger picture: AI content is not going away. Spero expects it to keep proliferating. "We're getting new GPUs faster than new people are being born," he said. "If we do not actively discriminate in favor of human content, then we're just gonna see more and more AI, and it's just gonna drown out any human signal that we have."

Join Market Briefs, our free daily newsletter, for a quick daily rundown of the markets

Disclosure

Recent News

1 2 3 45

Get Market Briefs delivered to your inbox every morning for free!

No fluff. No noise. No politics. Just finance news you can read in 5 minutes.

Blogs

June 29, 2026
Portfolio Diversification: Why Putting All Your Eggs in One Basket Destroys Wealth
  • Real diversification means spreading investments across all 11 economic sectors plus bonds, alternatives, and cash so no single bet can sink the portfolio.
  • Different sectors perform at different times, so a diversified portfolio captures upswings while smoothing the brutal drawdowns that wipe out concentrated bets.
  • Total market index funds offer the simplest path to diversification, and annual rebalancing is what keeps the structure working over time.
Read More
June 29, 2026
Non Taxable Income: What It Is and Why It Matters
  • Non taxable income is money you receive that you don't owe income tax on.
  • The tax code treats workers, investors, and business owners very differently, and investors often come out ahead.
  • Learning how income is taxed is a quiet superpower for keeping more of what you earn.
Read More
June 29, 2026
Semiconductor Stocks: A Simple Guide for Investors
  • Semiconductor stocks are companies that design and make computer chips, the brains inside nearly every modern device.
  • The AI boom has turned chips into one of the market's most important and most watched groups.
  • They offer big growth potential, but come with high valuations and a notoriously cyclical history.
Read More
June 25, 2026
How Stocks Work: A Simple Guide for Beginners
  • A stock is a slice of ownership in a company - buy one, and you own a piece of the business.
  • You make money two ways: the share price rising over time, and dividends paid to shareholders.
  • The simplest path for most beginners is buying into the whole market through a low-cost index fund.
Read More
June 25, 2026
Stop Loss vs Stop Limit: What's the Difference?
  • A stop loss order sells your stock once it hits a trigger price, prioritizing getting you out.
  • A stop limit order only sells within a price range you set, prioritizing price over a guaranteed exit.
  • The trade-off: a stop loss almost always executes; a stop limit might not if the price moves too fast.
Read More
June 25, 2026
Energy Stocks: A Simple Guide for Investors
  • Energy stocks are companies that produce and supply the power the world runs on, from oil and gas to newer sources.
  • They make up one of the 11 sectors of the market and tend to move with energy prices and big-picture shifts.
  • Like any sector, the key is diversification and understanding the forces driving demand.
Read More
June 18, 2026
What Is a Stop Loss Order? A Simple Guide
  • A stop loss order automatically sells a stock once it falls to a price you set.
  • It's a tool to cap losses or lock in gains without watching the market all day.
  • It works best for active strategies, and can backfire if used carelessly on long-term holdings.
Read More
June 18, 2026
Best S&P 500 Index Fund: How to Choose One
  • The best S&P 500 index fund for most investors is simply the cheapest, most established one that tracks the index well.
  • Funds like VOO, IVV, and SPY all hold the same 500 companies, so the biggest difference is the fee.
  • Pick one, automate your buys, and let time do the heavy lifting.
Read More
June 17, 2026
What Are Penny Stocks? Risks and Rewards Explained
  • Penny stocks are very low-priced shares of very small companies, often trading for just a few dollars or less.
  • They promise huge gains but carry huge risks: low liquidity, high failure rates, and wild price swings.
  • Most investors are better served by quality companies and funds than by chasing cheap shares.
Read More
June 17, 2026
Best Stocks for Beginners With Little Money
  • The best stocks for beginners with little money usually aren't individual stocks at all - they're low-cost index funds.
  • You can start with $100 or less and use small, regular investments to build wealth over time.
  • Focus on diversification and consistency, not on picking the next big winner.
Read More
1 2 3 24
Share via
Copy link