Claim LD01-SL-C03 (v1.0)
Reading a 2024 study that found 40% of US adults used generative AI, Narayanan and Kapoor note that infrequent use translated into only 0.5%–3.5% of work hours, and argue that, depending on how adoption is measured, generative AI adoption may have been much slower than personal-computer adoption.
Provenance and status
- Claim type
- INTERPRETATION (as printed: “INTERPRETATION”)
- Publication status
- ELIGIBLE (INTERPRETATION_LABEL) (as printed: “ELIGIBLE WITH INTERPRETATION LABEL”)
- Verification state
- CONTENT_VERIFIED_PRIMARY (as printed: “CONTENT VERIFIED”; verified by: UNKNOWN)
- Does not license
- A measurement of its own; the authors reinterpret another study’s figures
- Source (field 6, as printed)
- Narayanan & Kapoor, “AI as Normal Technology: An alternative to the vision of AI as a potential superintelligence,” Knight First Amendment Institute, 15 April 2025
- Source type (field 7)
- INDEPENDENT_RESEARCH_REPORT (as printed: “Essay (research institute publication)”)
- Institutional position
- Independent academic (Princeton University; affiliations are not stated in the essay); reviewed by one anonymous peer reviewer, not a journal article
- Maturity (claim evidence / publication maturity)
- CONTESTED (as printed: “CONTESTED”)
- Recorded date
- 2026-10-16
- Currentness / correction
- This is the current version. No correction or concern relation is recorded on its Sources.
Version
Pinned version v1.0 (entry LD01-SL-C03--v1.0) — this page never floats to newer evidence.
This pinned version is also the current version.
Pinned Sources (field 6, version-specific)
- “Narayanan & Kapoor, “AI as Normal Technology: An alternative to the vision of AI as a potential superintelligence,” Knight First Amendment Institute, 15 April 2025” → SRC-SL-NARAYANAN-KAPOOR-KNIGHT-2025-04-15--v1.0 — Narayanan & Kapoor, “AI as Normal Technology: An alternative to the vision of AI as a potential superintelligence,” Knight First Amendment Institute, 15 April 2025; class INDEPENDENT_RESEARCH_REPORT (explicit public provenance pin)
All 25 canonical Claim fields (raw values and normalized values)
| # | Canonical field | Canonical value (verbatim) | Normalized (Claim Value Vocabulary v1.0.2) |
|---|---|---|---|
| 1 | CLAIM ID | LD01-SL-C03 | — |
| 2 | PUBLIC-FACING CLAIM | Reading a 2024 study that found 40% of US adults used generative AI, Narayanan and Kapoor note that infrequent use translated into only 0.5%–3.5% of work hours, and argue that, depending on how adoption is measured, generative AI adoption may have been much slower than personal-computer adoption. | — |
| 3 | CLAIM TYPE | INTERPRETATION | base_types: INTERPRETATION |
| 4 | RESEARCH STRAND | A — What each account says generative AI is, and what it predicts | — |
| 5 | MATURITY | CONTESTED | states: CONTESTED |
| 6 | SOURCE | Narayanan & Kapoor, “AI as Normal Technology: An alternative to the vision of AI as a potential superintelligence,” Knight First Amendment Institute, 15 April 2025 | source_ids: SRC-SL-NARAYANAN-KAPOOR-KNIGHT-2025-04-15 |
| 7 | SOURCE TYPE | Essay (research institute publication) | classes: INDEPENDENT_RESEARCH_REPORT |
| 8 | INSTITUTIONAL POSITION | Independent academic (Princeton University; affiliations are not stated in the essay); reviewed by one anonymous peer reviewer, not a journal article | — |
| 9 | SCOPE | United States; generative AI adoption to August 2024 as reported in the study the authors cite | — |
| 10 | DESIGN | Reinterpretation of a published adoption study | — |
| 11 | SAMPLE / DATASET | The authors rely on the September 2024 version of the study (40% of adults; 20% PC adoption three years after launch) | — |
| 12 | MODEL / TOOL / VERSION | Generative AI in general | — |
| 13 | COMPARATOR | Personal computers | — |
| 14 | MAIN RESULT | Headline adoption overstates diffusion because it ignores intensity of use and the cost of buying a PC; “it is quite possible that the adoption of generative AI has been much slower than PC adoption” | — |
| 15 | INFERENTIAL TARGET | Whether generative AI is diffusing faster than past general-purpose technologies | — |
| 16 | DOES NOT LICENSE | A measurement of its own; the authors reinterpret another study’s figures | — |
| 17 | VERIFICATION STATE | CONTENT VERIFIED | state: CONTENT_VERIFIED_PRIMARY · verified_by: UNKNOWN |
| 18 | LIMITATIONS | The study they cite was revised in February 2025; both versions compare overall adoption with PCs and the internet and work adoption with PCs at work, and the revision leads with the work comparison (LD01-SL-C15); the essay does not say which measure of intensity would settle the question | — |
| 19 | CONTRADICTORY / SUPPORTING SOURCES | The study, revised: LD01-SL-C15 | — |
| 20 | GEOGRAPHY / LANGUAGE | US / English | — |
| 21 | DISTRIBUTIONAL LEDGER | Not analysed in this claim | — |
| 22 | R01 / FIELD-MAP LINKS | LD-01, T4, D2 | — |
| 23 | WHAT WOULD CHANGE THIS CLAIM? | Intensity measures (hours, tasks, firm processes) rising as fast as headline adoption | — |
| 24 | PUBLICATION STATUS | ELIGIBLE WITH INTERPRETATION LABEL | state: ELIGIBLE · qualifiers: INTERPRETATION_LABEL |
| 25 | RECORDED DATE | 2026-10-16 | — |
Field 22 references resolved against Field Map v0.2: LD-01 (LIVING_DEBATE); T4 (TENSION); D2 (DOMAIN)
Cited by Living Debate versions
Research-of-record provenance
Materialized by sociolens-materializer 0.6.0 at 2026-09-28T20:00:00.000Z; normalization contract SocioLens — Claim Value Vocabulary v1.0.2 — Pre-Spike Materialization Contract (v1.0.2). Content seal SHA-256 8c26bd1aa24cb5871cd46f43124f0678fd70d1ee43828269068d3e7e6625ddec.
Repository-authored inputs (not Drive exports)
- SocioLens claim — LD01-SL-C03 v1.0 (v1.0) — written in the SocioLens repository by Project Lead (Claude, AI) on 2026-10-16; no Drive identity exists. Authority: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 16 October 2026 to build the LD-01 debate; a new Claim, first version, written from the project's LD-01 source notes, checked against full texts, official web pages or official abstracts. Block “ENTRY 03 — LD01-SL-C03” SHA-256
465c5fcd0d3dfeef97ee8212efb38e644d2e5283bcc4f12dd84cdaa9780831eb; fixturefixtures/authored/claims/LD01-SL-C03--v1.0.
Builder decisions (not Drive data)
- VERSION = v1.0 — basis: Claim version taken from the repository-authored claim fixture version (SocioLens claim — LD01-SL-C03 v1.0); the first version of a new Claim of the LD-01 debate
- CURRENT_POINTER = true — basis: repository-authored claim "SocioLens claim — LD01-SL-C03 v1.0" (Project Lead (Claude, AI), 2026-10-16); basis: AGENTS.md "Authority" (the Project Lead decides research content within the research-integrity rules) and the Owner's choice in the SocioLens project chat on 16 October 2026 to build the LD-01 debate; a new Claim, first version, written from the project's LD-01 source notes, checked against full texts, official web pages or official abstracts
- FIELD_6_SOURCE_REFERENCE = SRC-SL-NARAYANAN-KAPOOR-KNIGHT-2025-04-15--v1.0 — basis: field 6 of ENTRY 03 — LD01-SL-C03 cites "Narayanan & Kapoor, “AI as Normal Technology: An alternative to the vision of AI as a potential superintelligence,” Knight First Amendment Institute, 15 April 2025"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
- SOURCE_PROVENANCE_PIN = SRC-SL-NARAYANAN-KAPOOR-KNIGHT-2025-04-15--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "Narayanan & Kapoor, “AI as Normal Technology: An alternative to the vision of AI as a potential superintelligence,” Knight First Amendment Institute, 15 April 2025".