Published by Nathan Bisson · 4 Oct 2026
04
MENA Cloud SeriesPart 04 of 04
The UAE map.
Azure, AWS, G42, Oracle, Alibaba and Google Cloud, side by side. Each has a real position; none holds the whole picture.
In one minuteOur view: Pluralist
- 1Six cloud providers share the UAE and none is winning it outright. Microsoft has $15.2B committed and a stake in G42; AWS has the biggest infrastructure and arrived three years after Azure; G42 leads the UAE side of a Stargate campus costing more than $30B; Oracle, Alibaba and Google each hold a niche.
- 2The UAE is a serious cloud market, not a side show: 73% of adults already use generative AI, the highest rate in the world, and its two main cities are ranked first and second among emerging datacenter markets.
- 3We rank the players on single questions (who came first, who spends most, who has which partner) but not overall, because the answers do not add up to one winner. The interesting question is whether the UAE's mix of rules, capital and partners becomes a template other countries copy.
Where we could be wrongThis view assumes the market keeps growing (28% a year on Mordor's forecast, 14% on Grand View's, from a base twice as large) and that UAE buyers keep using several vendors. A sharp consolidation, or the US withdrawing G42's chip permission, would compress the picture.
Bold navy opens the source with the passage highlighted. Dotted underline opens a plain definition. “Show the working” unfolds the arithmetic. Every judgment is marked “in our view”.
Who sells what: six players, one line each. The colors stay the same in every exhibit.
Microsoft Azure
First Western cloud inside the UAE (2019). $15.2B committed through 2029 and a stake in G42.
AWS
The world's largest cloud, in Dubai since 2022. Best margins in the industry; late on AI here.
G42 / Core42
Abu Dhabi's state-backed AI group: Khazna builds, Core42 runs the sovereign cloud, Inception42 builds the AI.
Oracle
Databases and business software. Two UAE regions and a seat inside Stargate.
Alibaba Cloud
First cloud in Dubai (2016). Chinese and Arabic AI models (Qwen).
Google Cloud
No UAE region. Serves the UAE from Qatar and Saudi Arabia.
New to cloud? Twenty seconds of basics
A cloud provider rents computing power, storage and software over the internet, so customers do not run their own servers. Azure is Microsoft's cloud, AWS is Amazon's, Google Cloud is Google's; these three run at global scale and are called hyperscalers. Oracle and Alibaba are large clouds we count separately.
A cloud region is a cluster of datacenters in one place; a region inside a country lets customer data stay there. A workload is one application running in the cloud. Three ways to rent: IaaS (raw computing), PaaS (tools to build software), SaaS (finished software such as email). Sovereign cloud means infrastructure run inside the country, under local law, so sensitive data never leaves.
An AI model is the trained program behind a chatbot; inference is the moment it answers a request. Capex is money spent on long-lived assets such as datacenters; opex is the day-to-day running cost. FY is Microsoft's fiscal year (July to June), CY the calendar year, and an F marks a forecast.
ScopeThis note stays inside the UAE. Saudi Arabia, Qatar and Bahrain appear only where they illustrate a UAE point. Oracle, Google Cloud and Alibaba are covered from public announcements; Parts 01 to 03 carry the deeper argument for Azure, AWS and G42.
Microsoft AzureAWSG42 / Core42OracleAlibaba CloudGoogle Cloud
Exhibit 02Where does the cloud physically sit?
Three emirates, six operators, and two cities ranked first and second among emerging datacenter markets.
Dubai is the commercial hub where most Western clouds opened first; Abu Dhabi carries the sovereign-AI build, including Stargate. More cloud is physically here than the UAE's small share of world spending would suggest.
Where the cloud physically sits in the UAE
Swipe sideways to see the whole map.
Click any pin or city tag to see its operators. Pin size reflects the number of cloud operators present in that city. Schematic map, not to scale.
How to readWider means more electrical power. The small navy block is what is being built first; the dashed outline is the UAE's whole nuclear plant, for comparison.
Swipe sideways to see the whole chart.
Dashed outline = Barakah nuclear plant, about 5.6GW. SoftBank and OpenAI, 22 May 2025; ENEC.
World ranking
#1 and #2
Abu Dhabi and Dubai among 97 emerging datacenter markets (Cushman & Wakefield, 2025)
Capacity
250MW
live in mid-2025, with 500MW more being built, before Stargate
Stargate UAE
1GW
first cluster of a 5GW campus, first 200MW due 2026, more than $30B
Key takeaways
01
The UAE is not a secondary cloud market. In our view the Cushman & Wakefield ranking is the clearest single signal.
02
The 500MW being built is before Stargate; Stargate's first cluster alone adds 1GW. When it comes online, the UAE sits in a different weight class.
03
Both cities matter for different reasons. In our view, reducing the UAE to one of them would miss half of what makes the market unusual.
SourcesCushman & Wakefield Global Data Center Market Comparison 2025; Stargate UAE partner disclosures; operator public announcements02 of 08
Exhibit 03Who arrived when?
Alibaba in 2016, Azure in 2019, AWS in 2022, Microsoft into G42 in 2024, Stargate in 2025, the US chip permission in 2026.
The order shaped who serves which customer today, because once a company has built on one cloud, moving later is expensive. Tap an event to see why it mattered.
Who arrived when, 2016 to 2026
Swipe sideways to see the whole timeline.
Tap any event to see why it mattered. Gold = strategic or regulatory turning points.
Key takeaways
01
Alibaba (2016) was first in the country, three years ahead of any Western cloud; that still matters for Chinese-linked business and Arabic AI. Azure (2019) was the first Western cloud, and its three-year lead over AWS (2022) turned into early lock-in.
02
Microsoft's stake in G42 (2024) and Stargate (2025) changed the game for everyone: the strategic layer moved from regions to partnerships and chips.
03
The US chip permission of July 2026 is the most recent turning point. In our view it changes the maths for Stargate's expansion and for every cloud relying on advanced-chip imports.
SourcesOperator official announcements; Microsoft, AWS, Alibaba, Oracle press releases; BIS Federal Register03 of 08
Exhibit 05Who is spending what?
Stargate's envelope dwarfs everything, but its schedule is not public. Among the dated plans, Microsoft spends about six times AWS's yearly pace in the UAE.
Totals are what the companies announced. Where a period is disclosed we also show the yearly pace; where it is not, we leave the total alone. These envelopes measure different things, so read the order, not the decimals.
UAE cloud commitments: total envelope, $B, and the yearly pace where the schedule is public
Stargate UAEschedule not disclosed
more than $30Bnot annualizedWhy
Consortium commitment (G42, OpenAI, Oracle, Nvidia, Cisco, SoftBank), not a single-company commitment. The cost estimate covers the full 5GW campus; no schedule has been disclosed, so we do not spread it over a number of years. First 200MW due in 2026.
Microsoft UAE2023-2029, seven years
$15.2B$2.2B a yearWhy
Includes capex, opex, G42 equity ($1.5B) and the $1B developer fund. Of the $15.2B, $7.3B was spent in 2023-2025 and $7.9B is planned for 2026-2029 (Nov-25 update).
AWS UAE2022-2036, fourteen years
$5B$0.36B a yearWhy
The lowest yearly pace of the two disclosed schedules. AWS's UAE strategy is to extend global capacity to the UAE rather than build a UAE-specific envelope.
du + Microsoftschedule not disclosed
$0.54Bnot annualizedWhy
A specific Dubai hyperscale datacenter joint venture, not a cloud revenue commitment. Signals that UAE infrastructure capital arrives through multiple vehicles.
Tap any bar for the caveat behind the number. Bars show the total envelope. The yearly pace appears only where the company has disclosed the period (Microsoft, AWS); we do not spread undated envelopes over an assumed number of years, so the faded bars are totals only.
Key takeaways
01
Stargate at more than $30B is by far the largest envelope, with no disclosed schedule, so we do not turn it into a yearly figure. Whatever the pace, in our view it changes the computing envelope for everyone, including players outside the consortium.
02
Microsoft's $15.2B over seven years ($2.2B a year) is the largest single-company commitment; AWS's $5B over fourteen years ($0.36B a year) relies on global capacity shared with the UAE instead. du and Microsoft's $540M is a Dubai datacenter partnership, a sign that capital comes from several directions.
03
G42 is the only player whose web of partners (Microsoft, OpenAI, Oracle, Nvidia, Mubadala) is itself an asset; it is drawn below.
Show the working: what each envelope counts, and the G42 partnership web
AWS's $5B is operational UAE spend over a disclosed fourteen years. Microsoft's $15.2B is UAE-tagged capex and operating spend over a disclosed seven years. Stargate's more than $30B is a multi-party construction and operating commitment for a 5GW campus with no disclosed schedule. An earlier version of this note spread it over an assumed five years ($6B a year) and compared that with Microsoft and AWS; a reader pointed out that the assumption was ours and the envelopes are not homogeneous, so we have removed it. Reading these totals as directly comparable overstates the differences; reading them as noise understates them.
The G42 partnership web
Equity
Stargate
Sovereign
Historical
Click any node to see the deal behind the relationship. Edge thickness reflects relationship strength; color reflects category.
No single partner holds more than one relationship type. In our view, the shape of the web is the asset, not any single node. AWS and Google Cloud do not appear; both operate in UAE through standalone offerings rather than a central UAE partner.
Each line is a separately disclosed deal. Oracle appears twice, as a cloud partner and inside the Stargate consortium; Microsoft is not a Stargate UAE partner. Mubadala and Silver Lake together make a sovereign plus Western-investor shareholder base that is unusual in the region and, in our view, hard to unwind on a political cycle. Part 03 has the full argument.
SourcesAWS News Blog Aug-22; Microsoft Nov-25 commitment; Stargate UAE Jan-26 cost update; du-Microsoft 2025 partnership; G42, OpenAI, Nvidia, Oracle, Cerebras, SoftBank, Silver Lake, Mubadala disclosures05 of 08
Exhibit 06Which cloud for which job?
Every provider except Google now offers AI models inside the UAE, and different jobs naturally sit with different providers.
A UAE company that uses two or three clouds in parallel is behaving rationally, not inefficiently. The stack below shows who sells what on each layer; the cards show where each kind of job tends to land.
How to readEach row is a layer, from the apps people use at the top down to buildings and power at the bottom. Each pill is one provider's offer on that layer, in its own colour.
Swipe sideways to see the whole chart.
* served from outside the UAE: Google from Qatar and Saudi Arabia; Claude on Bedrock through cross-region inference.
Colors: navy Azure, sienna AWS, gold G42, light navy Oracle, green Google, slate Alibaba. The same colors are used in every exhibit.
M365
Microsoft 365 + Copilot adjacent
BEST FITAzure
Why
Identity, licensing and productivity are already Microsoft on most UAE enterprise estates.
SAP
SAP / VMware / Oracle enterprise
BEST FITAWS or Oracle
Why
AWS runs more SAP workloads than any peer; Oracle is natural for Oracle Database and ERP.
GOV
UAE government sovereign cloud
BEST FITG42 / Core42
Why
Core42 operates the Abu Dhabi government sovereign cloud on Azure. The Microsoft-G42 relationship is purpose-built for this.
AR
Arabic-language AI applications
BEST FITG42 (Jais) or Alibaba (Qwen)
Why
Both are purpose-trained for Arabic. In our view, no other provider matches the language depth today.
AGT
UAE federal agentic AI deployments
BEST FITInception42 + Microsoft
Why
The Catalyst-Copilot integration is the stated vehicle for the 50% federal mandate.
GPU
Large-scale AI training
BEST FITStargate UAE or AWS global
Why
Stargate's 5GW envelope will offer dedicated training capacity. AWS already has it globally.
$
Price-sensitive AI inference
BEST FITAWS Bedrock or Alibaba
Why
AWS Bedrock's published pricing is competitive. Alibaba is competitive for Chinese-adjacent and Arabic workloads.
GCP
Google-stack apps (Vertex, BigQuery)
BEST FITGoogle Cloud
Why
Not inside UAE borders, but served to UAE customers through the regional footprint (Dammam, Doha).
Key takeaways
01
Every provider except Google Cloud now offers at least one AI model family inside UAE borders. In our view that is a bigger change over the past 18 months than most summaries capture.
02
Arabic-language AI sits with G42 (Jais) and Alibaba (Qwen): a capability no US-only stack matches at the same depth today.
03
The map keeps moving: Bedrock reaching the UAE in September 2025 pulled some AI work back to AWS; the Catalyst-Copilot link (July 2026) pulled government agents onto the Microsoft-G42 axis.
Show the detail: each provider's AI stack, card by card
AZ
Microsoft Azure
IN-UAE REGION
UAE North (Dubai) + UAE Central (Abu Dhabi)
PRIMARY AI STACK
Azure OpenAI (GPT-5, GPT-4)
Jais via G42
AI AVAILABILITY SINCE
2024
Azure OpenAI reached UAE North
The broadest Western-hyperscaler AI footprint in UAE.
AW
AWS
IN-UAE REGION
me-central-1 (Dubai)
PRIMARY AI STACK
Amazon Nova (in-region)
Anthropic Claude (cross-region)
Meta Llama
AI AVAILABILITY SINCE
Sep-25
Bedrock reached me-central-1
Caught up to Azure on model availability late 2025.
G4
G42 / Core42
IN-UAE REGION
UAE-native sovereign cloud + Stargate (building)
PRIMARY AI STACK
Jais (Arabic LLM)
Catalyst agentic platform
OpenAI via Stargate
AI AVAILABILITY SINCE
2023 / 2026
Jais 2023; Catalyst-Copilot Jul-26
Only UAE-native AI stack. Core of the sovereign-AI narrative.
OR
Oracle
IN-UAE REGION
OCI Dubai + OCI Abu Dhabi
PRIMARY AI STACK
OCI Generative AI (Cohere)
OpenAI via Stargate
AI AVAILABILITY SINCE
2024-25
OCI Gen AI regional expansion
Natural fit for Oracle Database and ERP customers.
AL
Alibaba Cloud
IN-UAE REGION
Dubai region (since 2016)
PRIMARY AI STACK
Qwen family (Arabic + Chinese)
AI AVAILABILITY SINCE
Oct-25
Dubai AI expansion
Longest UAE tenure. Distinctive on Arabic + Chinese workloads.
GC
Google Cloud
IN-UAE REGION
Serves UAE from Dammam (SA) + Doha (QA)
PRIMARY AI STACK
Gemini family
Vertex AI
AI AVAILABILITY SINCE
N/A
Not available inside UAE borders today
Position holds via product strength rather than UAE presence.
SourcesAzure OpenAI documentation; AWS Bedrock docs; Oracle OCI Gen AI docs; G42/Core42 disclosures; Alibaba Cloud announcements; Google Cloud regional strategy; author synthesis of UAE procurement patterns06 of 08
Exhibit 07What do we think happens by 2029?
Three stories run in parallel, and if today's commitments hold, the UAE of 2029 is bigger, deeper and more plural than today's.
The usual framing is Azure against AWS with G42 as a Microsoft add-on. In our view there are three stories, each with its own customer and its own future, and they harden rather than merge.
Story 1
Sovereign AI through G42 and Azure
G42 holds Microsoft equity and a board seat, a US chip permission, the lead role on Stargate UAE, and the Catalyst-Copilot link for the federal AI plan. Azure is the platform underneath. The most structurally novel of the three, in our view.
Who it is for: Government, sensitive data, regulated industries
Story 2
Global-scale infrastructure through AWS
AWS brings 35% operating margin on $129B of revenue, the largest enterprise ecosystem (SAP, VMware, Oracle on AWS), and Bedrock in the UAE since September 2025. Smaller UAE commitment per year, unmatched global capacity.
Who it is for: Multinationals, enterprise AI with global data flows, developers
Story 3
Regional pluralism: Oracle, Alibaba, Google via partners
Oracle has two UAE regions and a Stargate seat; Alibaba was first in and brings Arabic and Chinese depth; Google serves the UAE from Saudi Arabia and Qatar. None replaces Azure or AWS; each holds a real position for specific jobs.
Who it is for: Oracle database customers, Chinese-linked business, Arabic AI, Google-stack apps
If today's commitments hold, October 2029 looks like this
Microsoft: the $15.2B fully deployed; the 200MW Khazna expansion live.
AWS: Bedrock mature in Dubai; the $5B plan about halfway through its fourteen years.
Stargate: the first 1GW cluster running, later waves under construction, more than $20B of the campus committed.
G42: the UAE-native platform with full chip access if the US permission is extended past April 2027; back to licence-by-licence imports, but with its commercial anchors intact, if not.
Oracle: still the home of Oracle database and ERP work, plus a seat at the next-wave AI build through Stargate.
What it adds up to
Scale: UAE cloud capacity from about 750MW (live plus under construction) in 2025 to roughly 2GW by 2029, with Stargate the main driver.
Shape: no single cloud becomes a monopoly. The three stories harden rather than collapse into one.
Risk: the picture depends on US-UAE alignment holding. A withdrawal of the chip permission would slow Stargate, not break Azure or AWS.
Opportunity: UAE buyers get real choice. In our view that choice is itself a strategic asset for the country.
A scenario built from disclosed commitments, read together. Not a forecast.
The pluralist case, in one paragraph
In the UAE, Azure, AWS, G42, Oracle, Alibaba and Google Cloud are solving different problems for different customers. The right question is not who wins. It is what each one is building.
The template, if there is one: three ingredients
Rules. A US permission that names local companies, so advanced chips arrive without case-by-case licenses.
Capital. Sovereign wealth (Mubadala, MGX) alongside US equity (Microsoft, Silver Lake), so the money is local but the governance is shared.
Partners. A consortium (OpenAI, Oracle, Nvidia, Cisco, SoftBank with G42) rather than one cloud, so no single vendor owns the national build.
Three signals we watch across all six players:
•Stargate's first 200MW live in 2026, with the next wave under construction by the end of 2027. The single most load-bearing signal in the whole series.
•The US chip permission for G42 and Core42 extended past April 2027. Chip access is the UAE's regulatory bedrock.
•UAE AI adoption staying above 70%. If it holds, the whole pluralist case strengthens; if it slips, the market compresses toward the two largest clouds.
SourcesSynthesis of Parts 01-03; Oracle, Alibaba, Google Cloud public disclosures; Microsoft $15.2B envelope; Stargate construction schedule; BIS rule timing; UAE AI diffusion trajectory07 of 08
Exhibit 08Appendix
What this series did, what it did not do, and the question it leaves open.
What this series did
Part 01, Azure: the positive case, from the $15.2B plan, the G42 stake and Azure's growth.
Part 02, AWS: a mixed view: strong infrastructure, late on sovereign AI.
Part 03, G42: the sovereign-champion case, from three anchors: Microsoft, the US chip permission, Stargate.
Part 04, this note: the three together with Oracle, Alibaba and Google, and the pluralist view.
What it did not do
Compare the UAE with other regions: the notes are UAE-positive, not rankings against Saudi Arabia, India, Europe or the US.
Value G42: left open; the data does not support it.
Saudi Arabia: HUMAIN launched in May 2025 as the Saudi answer to G42 and deserves its own note.
The smaller Gulf markets: Qatar, Bahrain, Kuwait and Oman each have a story. Out of scope here.
A question for the reader, in closing
The UAE has arrived at a map where no single cloud owns the whole picture: six players, three stories, one country small enough to run every experiment and large enough to matter.
So the question is not which player wins the UAE. It is whether the UAE is building a template that Saudi Arabia, India, Indonesia and Brazil can copy, or a one-off that worked because it reached the right mix of rules, capital and partners first.
Six players, six facts: the one-glance scorecard
Player
In-country region
Disclosed UAE dollars
AI models hosted in-country
Arabic model
Sovereign-government role
Stargate seat
Microsoft Azure
✓
2019
✓
$15.2B, 2023-29
✓
Azure OpenAI
✓
Jais via G42
✓
with Core42
✕
AWS
✓
2022
✓
$5B, to 2036
✓
Nova; Claude cross-region
✕
✕
✕
G42 / Core42
✓
Khazna, Core42
✕
private
✓
Jais
✓
Jais
✓
Abu Dhabi gov.
✓
lead UAE partner
Oracle
✓
2020, 2021
✕
✓
OCI GenAI
✕
✕
✓
co-operator
Alibaba Cloud
✓
2016
✕
✓
Qwen
✓
Qwen
✕
✕
Google Cloud
✕
Doha, Dammam
✕
✕
from abroad
✕
✕
✕
Facts only, no ranking. Sources are the ones cited in Exhibits 02, 03, 06 and 08. "Disclosed UAE dollars" means a company-stated UAE commitment; G42 is private and Oracle, Alibaba and Google have disclosed none.
Glossary
A:5 / BIS A:5 is the US group of trusted countries allowed to import advanced chips with the least paperwork. BIS is the US Commerce bureau that runs export controls. G42 and Core42 are named; their permission expires 6 April 2027 unless extended.
Agentic AI AI agents: programs that carry out multi-step tasks on their own rather than only answering questions.
AI model The trained program behind a chatbot or assistant. Large language model (LLM) is the kind that works with text.
Availability Zone A separate datacenter location inside a region, so one outage does not take the whole region down.
Bear / Base / Bull Our pessimistic, central and optimistic scenarios. Base is what we think most likely.
Bedrock / Azure OpenAI / OCI / Vertex AI The AI model services of AWS, Microsoft, Oracle and Google respectively: ways to rent AI models by the request.
CAGR Compound annual growth rate: the steady yearly rate that takes a number from its start value to its end value.
Capex / opex Capex is money spent on long-lived assets such as datacenters and servers. Opex is day-to-day running cost.
Catalyst / Copilot Catalyst is Inception42's platform for AI agents; Copilot is Microsoft's AI assistant inside Office. The two were linked in July 2026.
Cloud provider A company that rents computing power, storage and software over the internet so customers do not run their own servers.
Cloud region A cluster of datacenters in one place. A region inside a country lets customer data stay in that country.
Colocation Renting space, power and cooling in someone else's datacenter for your own servers. The $1.26B UAE datacenter market figure measures this, not cloud spending.
Cross-region inference Sending an AI request to a datacenter in another country for processing, even when the data is stored locally.
Data residency Rules about where data must be stored. Where the data is processed can be a separate question.
du / e& The UAE's two main telecoms operators. du is building a $540M datacenter in Dubai with Microsoft as tenant; e& partners with Core42 on sovereign AI compute.
FY / CY / F FY is Microsoft's fiscal year (July to June). CY is the calendar year. F marks a forecast.
G42 Group 42: Abu Dhabi's state-backed AI group, chaired by the UAE national security adviser. Khazna (datacenters), Core42 (cloud), Inception42 (AI apps), Space42 (satellites, listed).
GPU The specialised chip that trains and runs AI models. Nvidia makes most of them.
Gross margin Revenue minus the direct cost of delivering the product, as a share of revenue.
Hyperscaler One of the few companies running cloud at global scale: AWS, Microsoft Azure, Google Cloud. Oracle and Alibaba are large clouds counted separately in this series.
IaaS / PaaS / SaaS Three ways to rent: raw computing (IaaS), tools to build software (PaaS), finished software such as email (SaaS).
In our view Marks a judgment of ours rather than a disclosed fact. Every number without it is sourced.
Inference The moment an AI model processes a request and produces an answer, as opposed to training it.
Jais / Qwen / Gemini / Claude AI model families: Jais (G42, Arabic-first), Qwen (Alibaba), Gemini (Google), Claude (Anthropic, sold through AWS Bedrock).
Market share A company's sales as a share of everyone's sales in a defined market. The definition of the market changes the number.
me-central-1 / UAE North AWS's and Microsoft's names for their Dubai cloud regions. UAE Central is Microsoft's Abu Dhabi region.
Mubadala / MGX / PIF Mubadala is Abu Dhabi's sovereign wealth fund; MGX is the AI investment fund it co-founded with G42 in 2024; PIF is Saudi Arabia's sovereign fund, owner of HUMAIN.
MW / GW Megawatts and gigawatts of electrical power, the standard measure of datacenter size. 100MW powers roughly 80,000 homes; 1GW is 1,000MW.
Operating margin Profit left after all running costs, before interest and tax, as a share of revenue.
SAP / VMware / ServiceNow / ERP The business software large companies run on: accounting and operations (SAP, ERP), server virtualisation (VMware), IT workflows (ServiceNow). Moving them between clouds is slow.
Sovereign cloud Cloud infrastructure run inside the country, under local law, so sensitive data never leaves.
Stargate UAE A 1GW AI compute cluster led by OpenAI, Oracle and G42 inside a 5GW campus in Abu Dhabi; first 200MW due 2026; campus cost more than $30B.
Synergy / Mordor / Grand View / Cushman Research firms cited here: Synergy (cloud shares), Mordor and Grand View (UAE market forecasts), Cushman & Wakefield (datacenter market ranking). All are estimates, not disclosures.
Token A small chunk of text, roughly three-quarters of a word, used to measure and bill AI usage.
Workload One application or system running in the cloud, such as a payroll system, a website or an AI model.
The other three notes
SourcesComplete source list on individual exhibits above08 of 08