Agentic AI Backbone The infrastructure agents run on

Conviction / Labor-Exposure Shorts Watch

CHGG

Chegg Inc.

8

conviction

Chegg's homework help business has been gutted as students get answers directly from search engines and chatbots instead of paying for a subscription. Revenue has fallen by a third, the company has cut nearly half its staff, and it is now exploring a sale, which makes it a lottery ticket rather than an investment.

What we judge

Conviction 8

The view on expected return from here, 0 to 100.

How essential it is 2

Whether the thesis could succeed without this company at all. This moves slowly, and only when the company's position genuinely changes.

What we measure

Facts from market data, not judgments.

Price $1.01
30-day move +7.4%
Position in 52-week range 39
From the 52-week high -46.8%
Average daily volume $1.2M

Why it is in the fund

Thesis

Homework help and tutoring business decimated as AI agents provide instant, personalized academic assistance for free.

Standing judgment

Chegg supplies nothing the agentic AI backbone runs on; it is a consumer study subscription that AI disrupts, so the fund's thesis is entirely indifferent to whether it survives. Revenue fell more than a third to $105.1M in Q2 and the company has cut 45% of staff across four rounds since June 2024, with a Goldman-run strategic alternatives process that may end in a sale or go-private before year end. At roughly $1.02 a share the equity is a binary event stub, not an investable position.

What changed, and why

Every move in this number carries the reason it moved. A score does not change without new evidence.

DateConvictionChange CauseEvidence
2026-08-05 8 flat first v3 judgment (v2 score was uninformative, see L-001): Confirmed structural revenue collapse from Google AI Overviews plus a sub-$2B market cap that fails Doctrine hard rule 9, leaving no long case at any price. Q2 revenue $105.1M, down >33% YoY on top of a similar Q1 decline; non-subscriber traffic went from -8% (Q2 2024) to -49% (Jan 2025); 45% workforce cut (~388 roles, 1,396 cumulative); market cap roughly $0.1B at $1.02, versus the $2B minimum; strategic alternatives process underway with Goldman Sachs
2026-08-05 8 -72 first v3 judgment (v2 score was uninformative, see L-001): Confirmed structural revenue collapse from Google AI Overviews plus a sub-$2B market cap that fails Doctrine hard rule 9, leaving no long case at any price. Q2 revenue $105.1M, down >33% YoY on top of a similar Q1 decline; non-subscriber traffic went from -8% (Q2 2024) to -49% (Jan 2025); 45% workforce cut (~388 roles, 1,396 cumulative); market cap roughly $0.1B at $1.02, versus the $2B minimum; strategic alternatives process underway with Goldman Sachs
2026-07-31 80 -2 migrated from v2 (cause not recorded) v2 `scores` row
2026-07-30 82 +6 migrated from v2 (cause not recorded) v2 `scores` row
2026-07-29 76 +69 ⚠️ v2 rank-normalization artifact, unexplained move v2 `scores` row
2026-07-28 7 -9 migrated from v2 (cause not recorded) v2 `scores` row
2026-07-27 16 -78 ⚠️ v2 rank-normalization artifact, unexplained move v2 `scores` row
2026-07-26 94 +53 ⚠️ v2 rank-normalization artifact, unexplained move v2 `scores` row
2026-07-25 41 +15 migrated from v2 (cause not recorded) v2 `scores` row
2026-07-24 26 -44 ⚠️ v2 rank-normalization artifact, unexplained move v2 `scores` row
2026-07-23 70 flat migrated from v2 (cause not recorded) v2 `scores` row
2026-07-22 70 +63 ⚠️ v2 rank-normalization artifact, unexplained move v2 `scores` row
2026-07-21 7 +3 migrated from v2 (cause not recorded) v2 `scores` row
2026-07-20 4 -87 ⚠️ v2 rank-normalization artifact, unexplained move v2 `scores` row