Question-and-answer sites
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
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
| Company | Claim | Date | Gr | Source |
|---|---|---|---|---|
| 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." | 2025-10-27 | A | Chegg 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