WillItSurvive
Education companies · United States

Numerade

Video-based STEM homework help platform pivoting toward AI training data licensing.

Little protection left
Assessed 22 July 2026 · Evidence as of 22 July 2026
Not much stands between this business and its pressures.
On the recordSince 22 July 2026 · Checkable from mid-to-late 2026 · Every call on the record Checkpoint: Six to twelve month window for a disclosed numerade.ai frontier lab contract or new priced funding round
The call

Numerade sits in the same homework help category that just watched Chegg lose 99% of its value to free AI, with no disclosed contract yet proving its data pivot works.

Numerade built a business showing students step-by-step solutions to homework problems, but ChatGPT and similar AI tools now do the same thing at no cost, making Numerade's main product obsolete. The company Chegg tried the same model and has nearly disappeared, losing 99% of its stock price after AI tools took over. Numerade is trying to switch to selling data work to AI companies instead, but much bigger companies like Scale AI already own that business, and no one knows yet if Numerade has real customers doing that.

Why
01
AI pressure: ChatGPT, Gemini, and Claude free image-based math solving. Free chatbots now solve step-by-step homework problems instantly, gutting the paid reason to use Numerade at all. Could AI do the core job? Yes, likely.
02
Bigger players: Scale AI and Surge AI. Numerade's pivot to selling labeled STEM video data competes against much larger, better funded data labeling shops with existing frontier lab ties. Could a giant copy it? Yes, easily.
03
What protects it. A library of 300,000+ expert-made STEM videos that could have some licensing value if a lab actually signs a deal.
What would change this call
Numerade or numerade.ai announces a named, signed frontier-lab data-labeling contract. Would show the B2B pivot has real customers, not just aspiration.
Numerade discloses a new priced funding round within 12 months. Would show outside investors still believe in the business despite AI disruption.
Numerade publishes or leaks consumer subscriber retention numbers. Would show whether paying users are staying despite free ChatGPT alternatives.
Key numbers
  • Chegg stock down about 99% since 2021 peak (2025-10-31)
  • Chegg cut 67% of staff across 2025 layoffs (2025-10-31)
  • Numerade's last priced round: $26M at $100M valuation (2021-07-20)
Named risks
  • Core paid homework-answer product directly commoditized by free ChatGPT and similar tools. Severity: high
  • B2B data-labeling pivot (numerade.ai) unproven, no disclosed frontier-lab contracts. Severity: high
  • Subscription pricing roughly 10x Chegg's, risking subscriber attrition to cheaper or free alternatives. Severity: medium
  • No new disclosed funding round since July 2021, raising going-concern uncertainty. Severity: medium
  • BBB scrutiny of '97% better grades' marketing claim open since 2025, echoing Chegg's $7.5M FTC settlement history. Severity: low
Rivals, as read in July 2026
RivalDirectionEvidence
CheggcontestingBoth face same AI substitution pressure; Chegg down 99% stock by Oct 2025, Numerade priced ~10x higher
ChatGPT / general AI chatbotslosing toNamed 'de facto Chegg replacement' in 2026 comparison articles, free tier solves same problems
Scale AIlosing toNumerade's numerade.ai B2B pivot enters market where Scale AI holds ~$14B valuation as of June 2026
Surge AIlosing toSurge AI reports >$1B revenue bootstrapped, dwarfing Numerade's unproven B2B data entry as of June 2026
Course HerocontestingBoth compete for STEM study-help subscribers amid shrinking paid homework-help category
Questions people ask
Is Numerade profitable in 2026?
Numerade is private and discloses no audited financials. Third-party revenue estimates range from under $5M (ZoomInfo) to over $150M (Growjo), too inconsistent to confirm profitability as of early 2026.
Could AI replace Numerade's homework help service?
Numerade's core step-by-step answer product overlaps directly with free ChatGPT, cited as the 'de facto Chegg replacement' in 2026 comparison pieces. Category peer Chegg lost 99% of stock value and cut 67% of staff in 2025 citing generative AI substitution.
Who owns Numerade?
Numerade Labs, Inc. is privately held and venture-backed, founded in 2018 by Nhon Ma and Alex Lee. It last raised a $26M Series A at a ~$100M post-money valuation on July 20, 2021, with no disclosed new round since.
Is Chegg Numerade's biggest competitor?
Historically yes, but by 2026 both face the same threat: free general AI chatbots like ChatGPT are named the default homework-help tool in comparison articles, with Chegg down 99% in stock value as of October 2025.
What is numerade.ai and why did Numerade launch it?
numerade.ai is Numerade's pivot to sell its 60,000+ expert educator network and video/problem dataset as training data to frontier AI labs, entering a market dominated by Scale AI (~$14B valuation) and Surge AI (>$1B revenue), with no disclosed contracts as of mid-2026.
Has Numerade raised new funding recently?
No. Numerade's last disclosed funding is a $26M Series A closed July 20, 2021 at a ~$100M post-money valuation. Caplight data as of February 2026 shows no subsequent priced round has been publicly reported.
Timeline
  • 2026-06-08BBB flags Numerade's '97% better grades' marketing claim, requests substantiation
  • 2026-06-02Chegg CEO Dan Rosensweig publicly attributes revenue collapse to generative AI substitution
  • 2026-05-18Numerade Labs shows zero H-1B labor condition applications filed for FY2026
  • 2026-02-13LinkedIn lists Numerade at 479 employees
  • 2025-10-31Chegg cuts ~45% of staff citing AI tools crushing homework business
  • 2025-05Chegg cuts 22% of staff, first of two 2025 rounds
  • 2025-02-24Trade press describes tepid VC interest in LA-area edtech sector including Numerade
  • 2023-11-08Numerade launches Ace Images, AI-generated visual diagrams for answers
  • 2023-04-14Numerade launches Ace, marketed as first video-based AI Study Bot for STEM
  • 2021-07-20Numerade closes $26M Series A at ~$100M post-money valuation
Revision history
22 July 2026
First assessed. Little protection left. The text above is fixed as of this date and is not edited afterwards.
In the same band
Sources