Affärslivet

Affärslivet AI Intelligence

The global AI race, in data

Affärslivet AI Intelligence is a free, source-cited data layer on artificial intelligence — proprietary indexes and rankings of AI models, compute, investment and talent by country. Every figure traces to a primary source (Epoch AI, OECD.AI, Stanford HAI, the World Bank), carries its date, and is free to cite, download and embed under CC BY 4.0. Where others publish opinion, we publish the numbers.

Live reports & indexes

AI Bias and Ethics: What It Is, Real Cases, and How to Reduce It

AI bias explained with verified cases: Gender Shades, COMPAS, Amazon's hiring tool and NIST face-recognition data, plus how bias is measured, mitigated and regulated.

Updated 2026-10-04 · CC BY 4.0

AI Chips and Semiconductors: Who Makes Them, the Supply Chain, and the Chokepoints

Nvidia holds ~86% of the data-centre AI accelerator market and >60% of installed AI compute (Epoch AI); TSMC fabricates >90% of leading-edge AI chips. Sourced reference.

Updated 2026-07-30 · CC BY 4.0

Affärslivet AI Compute Index

A free, sourced ranking of 33 economies on installed AI compute — capacity (H100-equivalents), clusters and power. United States leads; the US holds ~81% of all AI compute. CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

AI's Energy and Electricity Demand: The Data-Centre Power Surge

How much electricity does AI use? Data centres drew ~415 TWh in 2024 (1.5% of world power); the IEA projects ~945 TWh by 2030. Sourced reference.

Updated 2026-07-30 · CC BY 4.0

AI in Education: How It's Used, What Works, and the Risks

AI in education by the numbers: 4 in 5 students now use AI for schoolwork (Stanford HAI 2026), 60% of teachers use it, and fewer than 10% of schools have policies. Sourced.

Updated 2026-10-04 · CC BY 4.0

AI in Finance and Banking: How It Works, Who Uses It, and What It Risks

How banks use AI in 2026: fraud detection, credit scoring, trading and generative AI — with adoption data from McKinsey, the Bank of England, the IMF and Evident.

Updated 2026-10-04 · CC BY 4.0

AI in Healthcare: What It Does, Where the Evidence Is, and the Risks

AI in healthcare, by the numbers: 950+ FDA-authorized devices, 76% in radiology, AlphaFold's 200M protein structures, ambient scribes and the risks. Sourced.

Updated 2026-07-30 · CC BY 4.0

AI in the legal industry: what it does, what it breaks, and what it means for lawyers

A source-cited 2026 guide to AI in law: legal research, contract review, e-discovery, adoption data, hallucination cases like Mata v. Avianca, risks and regulation.

Updated 2026-10-04 · CC BY 4.0

AI in Manufacturing: How Factories Actually Use AI, by the Numbers

AI in manufacturing, by the numbers: 4.66M robots in factories (IFR, 2024), predictive maintenance cuts downtime up to 50% (McKinsey), 201 WEF Lighthouses. Sourced.

Updated 2026-07-30 · CC BY 4.0

AI in Retail and E-commerce: What It Does, and What the Data Shows

AI in retail, by the numbers: McKinsey sees $240-390bn in value, personalization lifts revenue 10-15%, and Klarna's AI handles two-thirds of chats. Sourced.

Updated 2026-10-04 · CC BY 4.0

AI and Jobs: How Many Jobs Are Exposed, and Which Ones

How AI affects jobs, by the numbers: IMF says ~40% of jobs globally are exposed, ILO finds 1 in 4, and most work is transformed, not replaced. Sourced.

Updated 2026-07-30 · CC BY 4.0

AI Model Benchmarks: The Leaderboard

A source-cited AI model benchmark leaderboard — 19 frontier models scored on GPQA Diamond, SWE-Bench Verified, FrontierMath, MATH and more, from independent Epoch AI evaluations. Which AI is best at science, code and maths. CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

AI Safety and Alignment: The Alignment Problem, Methods and Global Governance

AI safety and alignment explained: the alignment problem, RLHF, Constitutional AI, red-teaming, frontier safety frameworks, AI Safety Institutes, and the existential-risk debate.

Updated 2026-07-30 · CC BY 4.0

Affärslivet AI Talent & Research Index

A free, sourced ranking of 53 economies on AI research and talent — publications, researchers, R&D intensity and high-tech exports. South Korea leads. CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

The Biggest AI Data Centers & GPU Clusters in the World

The world's largest AI data centers and GPU clusters ranked by power and compute, plus who makes the chips. Colossus 2 leads at 946 MW; Nvidia has shipped ~22m H100-equivalents. Every figure sourced to Epoch AI, CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

How Much Does It Cost to Train an AI Model?

The cost of training frontier AI models, ranked and sourced: from GPT-4 (~$37m) to the ~$388m spent on Grok 4. Training-compute cost is rising about 2.4× a year. Every figure from Epoch AI. CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

Countries Leading in AI: Models, Research & Investment by Country

23 countries ranked on the AI race — notable AI models (Epoch AI), scholarly publications (OWID), private investment (Stanford AI Index) and R&D. United States leads on models; China on research. Free to cite and embed, CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

Enterprise AI Adoption in Europe, by Country

How many companies actually use AI, by country: 28 European economies ranked on the share of enterprises using at least one AI technology (Eurostat 2025). Denmark leads at 42.0%; Sweden 35.0%, EU27 20.0%. With trend, technology and sector breakdowns. Free to cite, CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

The EU AI Act Explained: Risk Categories, Timeline and Penalties

The EU AI Act (Regulation 2024/1689) explained: its four risk tiers, prohibited practices, the phased timeline as amended by the 2026 AI omnibus (high-risk rules from December 2027), and fines up to €35m or 7% of turnover.

Updated 2026-10-04 · CC BY 4.0

Is AI a Bubble?

The public data on AI valuations, capex vs revenue, the MIT 95%-no-ROI finding and the dot-com comparison — bull case and bear case, from named sources.

Updated 2026-07-31 · CC BY 4.0

The Largest AI Companies, Ranked by Funding

The 7 leading AI companies ranked by equity funding, with dated valuations, estimated revenue, staff and revenue-per-employee. OpenAI leads at $182.8bn raised; every figure sourced to Epoch AI with its date. Free to cite and embed, CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

Affärslivet National AI Power Index 2026

How 49 countries rank on AI power — models, compute, research, talent. United States leads at 75.3/100; Sweden #12. Free, source-cited data, CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

Affärslivet Open-Source AI Index

A free, sourced ranking of 18 economies on open-weight AI — models released openly, open share and total output. United States leads; China and Europe are far more open than the US. CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

Sweden's and the Nordics' AI Companies and Ecosystem

A source-cited guide to Sweden's and the Nordics' AI companies, unicorns and research base in 2026 — Klarna, Lovable, Sana, Silo AI, Corti, WASP and AI Sweden.

Updated 2026-07-30 · CC BY 4.0

Sweden & Nordic AI: How the Nordics Compare on AI

How Sweden and the Nordics really compare on AI — enterprise adoption (Denmark, Finland and Sweden lead Europe), AI power, notable models, compute and research. The Nordics are the world's top AI adopters but build almost no frontier models. Source-cited, CC BY 4.0.

Updated 2026-10-05 · CC BY 4.0

Affärslivet AI & Tech Readiness Index 2026

The Affärslivet AI & Tech Readiness Index 2026 ranks 49 economies on technological readiness across 6 equal-weighted dimensions. South Korea leads (84.5/100); Sweden ranks 4th. Transparent method, downloadable data, CC BY 4.0.

Updated 2026-10-01 · CC BY 4.0

Best AI consultants — buyer guides

Adopting AI is easier than capturing value from it, so the choice of partner matters. These source-cited rankings compare AI consultants by region, by capability, by company size and by industry — each with its method and criteria stated. Reading in Swedish? See our ranking of AI-konsulter i Sverige.

By region

By capability

By company type

By industry

The map — what we're building

Seven pillars, built for topical depth and machine citation. Live links open today; the rest are shipping.

  1. 01

    AI by the Numbers

    Proprietary indexes & country rankings — models, compute, investment, talent, adoption.

  2. 02

    Models & Labs

    Profiles of foundation models and the labs behind them — specs, compute, funding.

  3. 03

    AI Explained

    The glossary and definitional guides LLMs reach for — LLM, RAG, agents, transformers.

  4. 04

    AI Economy & Business

    Investment, jobs, productivity, enterprise adoption and AI by industry.

  5. 05

    Infrastructure & Compute

    Data centers, GPUs & chips, energy demand, the semiconductor supply chain.

  6. 06

    Governance, Safety & Policy

    AI regulation, the EU AI Act, safety and ethics.

  7. 07

    Sweden & Nordic AI

    Sweden's AI landscape and the Nordics benchmarked against the world.

All research

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