Tuesday, 29 September 2026European Markets

Enterprise AI agents are reaching production faster than the data behind them: what it means for European business

Every respondent in a new MIT Technology Review study plans to use agentic AI within two years, yet companies give AI access to only 45% of their data. The European angle is thin in our verified material. What we can check is Nvidia's audited numbers and where the claims come from.

LM Salvado
LM Salvado

September 29, 2026

Enterprise AI agents are reaching production faster than the data behind them: what it means for European business
Image generated by AI for illustrative purposes. Not actual footage or photography from the reported events.
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A note on scope first: our verified dossier for this story contains no EU regulation and very little on European companies. Rather than invent a Brussels angle, we lead with what is documented and say where the European connection is thin.

The gap that matters: adoption is ahead of data readiness

Within two years, 100% of surveyed respondents plan to be using agentic AI, and 69% expect to use it widely.1 But in organisations the study classes as 'data laggards', AI's access to company data falls to 30% or less.1 Our narrative summary of the same research puts the average company at roughly 45% access to its own data.1 In plain terms, businesses are hiring digital staff and then locking them out of more than half the filing cabinet.

A caution on trust, because that is what this publication is for. Our reliability tracking found that of 11 checked claims from this MIT Technology Review piece, none held up (0%).1 That does not prove the figures are wrong. It means we could not confirm them against a second source, so treat them as the study's claims, not settled fact. The piece's own headline, 'Scaling AI agents with trustworthy data', is the argument.

The European angle: mostly a supplier story so far

The clearest European link in our material is Mistral AI, founded by Timothée Lacroix and recorded in our entity graph as a customer of Nvidia.2 Our topic summary also lists a Microsoft-Mistral partnership, but the dossier holds no terms or dates for it, so we cannot describe it further.3 Nothing in the dossier links EU rules to these deals. We are not going to assume one.

David Villalon, CEO of Maisa AI, defines his market as "process automation of core business and production tasks at regulated industries".4 He says the tasks must be auditable, reproducible and hallucination resistant.4 That is the language European compliance teams use. The dossier does not say where Maisa is based, so we do not claim it as a European case.

Covecta, which sells AI agents to banks and lenders, currently serves customers across the US and the UK, with, in Ben Thomas's words, "aspirations to move globally thereafter".5 So the EU is not yet in its stated footprint.

From pilot to production: what the big deals say

Manulife and Microsoft announced a five-year agreement on 22 July 2026.6 Manulife will adopt Microsoft's Frontier Suite and deploy Microsoft Agent 365, and it will expand Microsoft 365 Copilot to more than 30,000 employees.6 Shamus Weiland called the partnership "a critical enabler of Manulife's continued evolution into a truly AI-driven organization".6 The word in the announcement's headline is governance, not just innovation.6

Box announced new controls on 21 July 2026 for AI agents working across company content.7 They include agent guardrails, oversight of third-party agent activity, prompt injection detection and access policies based on agent classification.7 Box's customer Nomura Research Institute, speaking through Tatsutoshi Murata, said it expects Box "to provide the administrative features needed to safely leverage this new era of AI".7

Note the source quality. Both announcements are company press releases carried by NewsEOD, a source where 57% of 4,953 checked claims held up.6,7 That is a middling record, and a press release is the company describing itself. Read them as statements of intent.

Where the money is being aimed

The startups in this wave are chasing labour budgets, not software budgets. Covecta's Ben Thomas says its market is tens of thousands of financial institutions, where "we are not just disrupting their software budget but their labor budget as well".5 Penguin AI's Glenn Herzberg says US healthcare administration "runs about a trillion dollars a year, about a quarter of the total health spend", with published estimates putting around $570 billion of that in work with no effect on health outcomes.8 Those are the executives' own sizing claims, made in interviews, not audited figures.

Latitude, a stablecoin-to-local-currency payments platform, raised a $35M Series A on 10 September 2026.9 Our narrative analysis also flags insider selling at C3.ai as a sign of mixed investor conviction. The dossier holds no figures on it, so we cannot size it.3

The one part we can audit: the chip supplier

Nvidia appears throughout our entity graph. It develops the NeMo Agent Toolkit and NeMo Guardrails, and it counts Mount Sinai Health System and Mistral AI among its customers.2 Its numbers are the checked backbone of this story. All figures below come from SEC filings.

Nvidia's cash rose from $7.28 billion in fiscal 2024 to $8.589 billion in fiscal 2025 and $10.605 billion in fiscal 2026.10 Its latest quarter on record, Q1 2027, shows $13.237 billion.10 Its cost of revenue, the direct cost of producing what it sells, went from $16.621 billion in fiscal 2024 to $32.639 billion in fiscal 2025 and $62.475 billion in fiscal 2026.11 That is nearly four times in two years. The first-quarter figure went from $2.544 billion in Q1 2024 to $20.458 billion in Q1 2027, about eightfold.11 Our dossier does not include Nvidia's revenue, so we cannot say what margin sits behind those costs. Rising costs at least show that a great deal more product is being made and delivered.

One seam to flag. Nvidia's earnings per share are recorded as $11.93 for fiscal 2024, $2.94 for fiscal 2025 and $4.90 for fiscal 2026.12 A fall from $11.93 to $2.94 in a company whose costs were growing suggests the series is not on a like-for-like per-share basis. The dossier does not explain why, so we draw no conclusion from those three numbers.

Do you already own this? The dossier does not state index weightings, so we will not guess. If you hold a broad global fund, it is worth checking whether Nvidia, Microsoft or Box are among its top holdings.

What to watch

  • Data access figures. Does the average of 45% rise? The 30% ceiling for laggards is the number to track.1
  • Governance as a product. Manulife's and Box's announcements are both about controlling agents, not just deploying them.6,7
  • European customers. Covecta's stated footprint is the US and UK today. An EU launch, or a documented European deployment, would fill the gap in this story.5
  • Nvidia's next filing. Cost of revenue and cash trends are the audited signal for how much AI is actually being built.10,11

Source documents

Via News is a conduit. We point to the source documents behind this report — we don't replace them. Trace any claim to its source and decide what to trust. How we source

Source Trace Score12 source documents12 with a live linkVerifiability: Strong
  1. [1]News articleYahoo Finance· July 21, 2026
    Box Unveils New Controls to Secure AI Agents Operating Across Enterprise Content
  2. [2]News articleCB Insights
    CEO Interview: David Villalon, Maisa
  3. [3]News articleCB Insights
    Executive Interview: Covecta
  4. [4]News articleCB Insights
    Executive Interview: Penguin AI
  5. [5]News articleCB Insights
    Investor Interview: Primary on Casap
  6. [6]News articleYahoo Finance· July 22, 2026
    Manulife Expands Partnership with Microsoft to Accelerate Enterprise AI Governance and Innovation
  7. [7]News articleMIT Technology Review
    Scaling AI agents with trustworthy data
  8. [8]News articleMotley Fool
    C3.ai CEO Thomas Siebel Sells 453,000 Shares for $4.8 Million
  9. [9]News articleCB Insights
    CEO Interview: Zorro
  10. [10]News articleIEEE Spectrum
    How Melbourne’s AI and Data Center Flywheel Is Accelerating Research Innovation
  11. [11]News articleYahoo Finance· July 21, 2026
    Microsoft and Mistral expand strategic partnership to give enterprises and regulated industries frontier AI they can control
  12. [12]News articleYahoo Finance· July 27, 2026
    Siemens advances self-verifying agentic AI workflows for semiconductor and PCB design
LM Salvado
LM Salvado

LM Salvado is an AI possibilist — he takes the risks of AI seriously, and still sees the route through them. Founder of Via News Agency, an AI-native newsroom built on full source-traceability, he tracks how AI is reshaping markets, capital, and labor — the quiet shifts that happen before the headlines catch up.

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