Van der Vlist, Helmond and Ferrari describe “Big AI” as the structural convergence of AI and Big Tech, arguing that AI is “an actual technology stack encompassing infrastructure, models, applications” and that Amazon, Microsoft and Google have integrated all three into their cloud offerings.

SocioLens project,

Claim LD01-SL-C29 (v1.0)

Research opportunities this claim motivates

What this claim leaves open for research. Each is a hypothesis about a gap, not a finding.

Do products built on the same base model fail on the same people and cases?AI described as a stack integrated into three firms' cloud offerings.

Provenance and status

Claim type: Interpretation
Publication status: Eligible for publication, with a qualifier
Verification state: Checked against the abstract of the primary source only. Who checked this claim is not recorded for it; claim checks so far were AI-led, and no person has checked claims against their sources.
Does not license: Figures on dependence; the abstract gives none
Limitations: Only the publisher’s abstract was read; the full text could not be reached; the study covers three US firms
Source (as cited): van der Vlist, Helmond & Ferrari, “Big AI: Cloud infrastructure dependence and the industrialisation of artificial intelligence,” Big Data & Society, 2024
Source type: Peer-reviewed journal article (recorded as “Peer-reviewed journal article”)
Institutional position: Independent academic (University of Amsterdam, Utrecht University)
Maturity of the evidence: Emerging evidence
Recorded date: 16 October 2026
Currentness / correction: This is the current version. No correction or concern is recorded on its sources.

Sources this version cites

van der Vlist, Helmond & Ferrari, “Big AI: Cloud infrastructure dependence and the industrialisation of artificial intelligence,” Big Data & Society, 2024 (Peer-reviewed journal article)
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Version

This is the current version, v1.0. Earlier versions stay available, and their records never change.

Versions: v1.0 · current

Raw record: every recorded field, with its coded values

All 25 canonical Claim fields, verbatim, with the coded values derived from them. The plain-language labels above are read from these.

Claim type (coded): INTERPRETATION (as printed: “INTERPRETATION”)
Publication status (coded): ELIGIBLE (QUALIFIED) (as printed: “ELIGIBLE WITH QUALIFIER”)
Verification state (coded): CONTENT_VERIFIED_PRIMARY (ABSTRACT_ONLY)
Source type (coded): PEER_REVIEWED_JOURNAL_ARTICLE
Maturity (coded): EMERGING

#	Canonical field	Canonical value (verbatim)	Normalized (Claim Value Vocabulary v1.0.2)
1	CLAIM ID	LD01-SL-C29	—
2	PUBLIC-FACING CLAIM	Van der Vlist, Helmond and Ferrari describe “Big AI” as the structural convergence of AI and Big Tech, arguing that AI is “an actual technology stack encompassing infrastructure, models, applications” and that Amazon, Microsoft and Google have integrated all three into their cloud offerings.	—
3	CLAIM TYPE	INTERPRETATION	base_types: INTERPRETATION
4	RESEARCH STRAND	C — Infrastructure, capital and legal category	—
5	MATURITY	EMERGING	states: EMERGING
6	SOURCE	van der Vlist, Helmond & Ferrari, “Big AI: Cloud infrastructure dependence and the industrialisation of artificial intelligence,” Big Data & Society, 2024	source_ids: SRC-SL-VAN-DER-VLIST-HELMOND-FERRARI-BDS-2024
7	SOURCE TYPE	Peer-reviewed journal article	classes: PEER_REVIEWED_JOURNAL_ARTICLE
8	INSTITUTIONAL POSITION	Independent academic (University of Amsterdam, Utrecht University)	—
9	SCOPE	Amazon, Microsoft and Google cloud platforms; their partnerships, acquisitions and investments	—
10	DESIGN	“Technographic” study of corporate partnerships, acquisitions, investments and cloud product catalogues	—
11	SAMPLE / DATASET	Product ranges of three cloud platforms	—
12	MODEL / TOOL / VERSION	AI services offered through cloud platforms	—
13	COMPARATOR	Not applicable	—
14	MAIN RESULT	AI as a stack of infrastructure, models and applications, integrated into three firms’ cloud offerings with industry solutions and marketplaces for third parties	—
15	INFERENTIAL TARGET	Whether AI is industrialized through dependence on a few firms’ cloud infrastructure	—
16	DOES NOT LICENSE	Figures on dependence; the abstract gives none	—
17	VERIFICATION STATE	CONTENT VERIFIED ABSTRACT	state: CONTENT_VERIFIED_PRIMARY · qualifiers: ABSTRACT_ONLY · verified_by: UNKNOWN
18	LIMITATIONS	Only the publisher’s abstract was read; the full text could not be reached; the study covers three US firms	—
19	CONTRADICTORY / SUPPORTING SOURCES	LD01-SL-C28, LD01-SL-C30	—
20	GEOGRAPHY / LANGUAGE	US / global cloud distribution / English	—
21	DISTRIBUTIONAL LEDGER	Not analysed in this claim	—
22	R01 / FIELD-MAP LINKS	LD-01, T4, D1	—
23	WHAT WOULD CHANGE THIS CLAIM?	Leading model developers running without the three firms’ cloud infrastructure	—
24	PUBLICATION STATUS	ELIGIBLE WITH QUALIFIER	state: ELIGIBLE · qualifiers: QUALIFIED
25	RECORDED DATE	2026-10-16	—

Field 22 references resolved against Field Map v0.2: LD-01 (LIVING_DEBATE); T4 (TENSION); D1 (DOMAIN)

The sources as recorded, with their record IDs and coded source types:

Pinned Sources (field 6, version-specific)

“van der Vlist, Helmond & Ferrari, “Big AI: Cloud infrastructure dependence and the industrialisation of artificial intelligence,” Big Data & Society, 2024” → van der Vlist et al. (2024), “Big AI: Cloud…” (SRC-SL-VAN-DER-VLIST-HELMOND-FERRARI-BDS-2024--v1.0) — van der Vlist, Helmond & Ferrari, “Big AI: Cloud infrastructure dependence and the industrialisation of artificial intelligence,” Big Data & Society, 2024; class PEER_REVIEWED_JOURNAL_ARTICLE (explicit public provenance pin)

Cited by Living Debate versions

What kind of thing is generative AI, and does the answer predict anything? (v0.1) LD-01

Cite this page

SocioLens project. (2026, October 16). Van der Vlist, Helmond and Ferrari describe “Big AI” as the structural convergence of AI and Big Tech, arguing that AI is “an actual technology stack encompassing infrastructure, models, applications” and that Amazon, Microsoft and Google have integrated all three into their cloud offerings [Claim LD01-SL-C29, version v1.0]. SocioLens. https://sociolens-web.pages.dev/claims/ld01-sl-c29/v1.0/

@misc{sociolens_ld01_sl_c29_v1_0,
  author = {{SocioLens project}},
  title = {Van der Vlist, Helmond and Ferrari describe “Big AI” as the structural convergence of AI and Big Tech, arguing that AI is “an actual technology stack encompassing infrastructure, models, applications” and that Amazon, Microsoft and Google have integrated all three into their cloud offerings.},
  year = {2026},
  date = {2026-10-16},
  howpublished = {\url{https://sociolens-web.pages.dev/claims/ld01-sl-c29/v1.0/}},
  note = {Claim LD01-SL-C29, version v1.0}
}

The link points to this version, whose record never changes. For a finding, cite the original study as well: SocioLens summarizes research and does not replace it.

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 48ca87a2b8fa793c90bf16c909b2fc89a027b3902136d970dc9d7f72cc3c3f97.

Repository-authored inputs (not Drive exports)

SocioLens claim — LD01-SL-C29 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 29 — LD01-SL-C29” SHA-256 0ef3891efb1fca23b1a7e1feb183efd5f080317fd253b7e3745d536b0c323796; fixture fixtures/authored/claims/LD01-SL-C29--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-C29 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-C29 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-VAN-DER-VLIST-HELMOND-FERRARI-BDS-2024--v1.0 — basis: field 6 of ENTRY 29 — LD01-SL-C29 cites "van der Vlist, Helmond & Ferrari, “Big AI: Cloud infrastructure dependence and the industrialisation of artificial intelligence,” Big Data & Society, 2024"; the only field-6 segment of this ClaimVersion's repository-authored ledger block.
SOURCE_PROVENANCE_PIN = SRC-SL-VAN-DER-VLIST-HELMOND-FERRARI-BDS-2024--v1.0 — basis: explicit version-pinned public provenance of this ClaimVersion (Amendment v1.2 §6): the pinned field-6 Source record "van der Vlist, Helmond & Ferrari, “Big AI: Cloud infrastructure dependence and the industrialisation of artificial intelligence,” Big Data & Society, 2024".