SBMUpdated 23 Oct 2026
Early version, updated weekly. Every claim is dated and sourced. Think something is wrong? Dispute it.
Map / 0. Fights / Owning the scarce human

Question-and-answer sites

R0 Fightstoward Owning the scarce humanNetwork loopRetiringDeclining
Placement: a judgment drawn from the evidence, open to correction (dispute it). As a rung 0 model it carries the family its value is moving toward.

The model

Definition
Sites monetizing people's need to ask a community or database.
What presses on it
Chegg cut 45 percent of staff in October 2025, citing the new realities of AI in its filing; Stack Overflow question volume is reported down about 78 percent year on year (grade C, to be confirmed from Stack Overflow's own data).
What still holds it up
No evidence of recovery found.
Stops working when
The pressure above is the case against it. A stated end condition for retiring models is not yet written.

Evidence

Companies 1
Evidence items 1
Grades 1A 0B
Latest dated 2025-10-27
Counter-evidence 1

The three labels

0. Fights · loop gain negative. The curve shrinks what it charges for (seats, hours, heads, words, clicks).

Toward: Owning the scarce human · money lands in original human signal, expertise, likeness.

Network loop · more participants (people or machines), more value per participant.

Same rung and family

Named companies 1 companies · grade per item

CompanyClaimDateGrSource
Chegg, Inc.
US · public · best A
Chegg cut 45% of its workforce (388 roles globally), stating "the new realities of AI and reduced traffic from Google to content publishers have led to a significant decline in Chegg's traffic and revenue."2025-10-27AChegg 8-K exhibit (SEC EDGAR)

Counter-evidence Reversals, failures and disputes

None found specific to these two companies; no evidence located that homework-help or code-Q&A traffic/volume is recovering or holding steady

Sources 1

Chegg 8-K exhibit (SEC EDGAR) sec.gov · 2025-10-27