{
  "apiVersion": "v1",
  "topics": [
    {
      "id": "adoption-and-usage",
      "title": "How widely do employees use AI?",
      "group": "Running AI in an organization",
      "summary": "Shares of staff using AI tools, how often, and how adoption was driven.",
      "passages": 32,
      "url": "https://the-ai-record.com/topics/adoption-and-usage",
      "json": "https://the-ai-record.com/api/v1/topics/adoption-and-usage.json"
    },
    {
      "id": "ai-across-the-company",
      "title": "What does AI do across the whole company?",
      "group": "Running AI in an organization",
      "summary": "Organization-wide statements about AI that are not about one function.",
      "passages": 57,
      "url": "https://the-ai-record.com/topics/ai-across-the-company",
      "json": "https://the-ai-record.com/api/v1/topics/ai-across-the-company.json"
    },
    {
      "id": "ai-cost-and-spend",
      "title": "What does AI cost organizations?",
      "group": "People and money",
      "summary": "Spending on models, tokens and tools, and how organizations budget for it.",
      "passages": 17,
      "url": "https://the-ai-record.com/topics/ai-cost-and-spend",
      "json": "https://the-ai-record.com/api/v1/topics/ai-cost-and-spend.json"
    },
    {
      "id": "ai-support-resolution",
      "title": "How much customer support does AI resolve?",
      "group": "Customer support",
      "summary": "Shares and volumes of customer conversations AI handles, and what each organization means by resolved.",
      "passages": 111,
      "url": "https://the-ai-record.com/topics/ai-support-resolution",
      "json": "https://the-ai-record.com/api/v1/topics/ai-support-resolution.json"
    },
    {
      "id": "ai-written-code",
      "title": "How much code does AI write?",
      "group": "Building software",
      "summary": "What organizations say about the share of their code that AI writes, and how they count it.",
      "passages": 23,
      "url": "https://the-ai-record.com/topics/ai-written-code",
      "json": "https://the-ai-record.com/api/v1/topics/ai-written-code.json"
    },
    {
      "id": "autonomy-and-oversight",
      "title": "How autonomous are the agents, and who checks their work?",
      "group": "Running AI in an organization",
      "summary": "How much agents do with no person in the loop, and where people still approve.",
      "passages": 46,
      "url": "https://the-ai-record.com/topics/autonomy-and-oversight",
      "json": "https://the-ai-record.com/api/v1/topics/autonomy-and-oversight.json"
    },
    {
      "id": "bugs-and-incidents",
      "title": "Can AI fix bugs and handle incidents?",
      "group": "Building software",
      "summary": "AI that triages and fixes bugs, responds to incidents, or takes on-call work.",
      "passages": 13,
      "url": "https://the-ai-record.com/topics/bugs-and-incidents",
      "json": "https://the-ai-record.com/api/v1/topics/bugs-and-incidents.json"
    },
    {
      "id": "code-review",
      "title": "How is AI used in code review?",
      "group": "Building software",
      "summary": "AI that reviews code changes, finds problems before merge, or picks the human reviewer.",
      "passages": 33,
      "url": "https://the-ai-record.com/topics/code-review",
      "json": "https://the-ai-record.com/api/v1/topics/code-review.json"
    },
    {
      "id": "coding-agents",
      "title": "How do coding agents open and merge changes?",
      "group": "Building software",
      "summary": "Agents that write pull requests on their own: how many, how they are reviewed, and how many merge.",
      "passages": 93,
      "url": "https://the-ai-record.com/topics/coding-agents",
      "json": "https://the-ai-record.com/api/v1/topics/coding-agents.json"
    },
    {
      "id": "developer-productivity",
      "title": "Does AI make developers more productive?",
      "group": "Building software",
      "summary": "Claims about output per engineer, speed of delivery and how they were measured.",
      "passages": 62,
      "url": "https://the-ai-record.com/topics/developer-productivity",
      "json": "https://the-ai-record.com/api/v1/topics/developer-productivity.json"
    },
    {
      "id": "finance-legal-operations",
      "title": "How is AI used in finance, legal and operations?",
      "group": "Other functions",
      "summary": "Back-office uses: accounting, risk, compliance, legal review and operations.",
      "passages": 13,
      "url": "https://the-ai-record.com/topics/finance-legal-operations",
      "json": "https://the-ai-record.com/api/v1/topics/finance-legal-operations.json"
    },
    {
      "id": "headcount-and-hiring",
      "title": "Does AI change headcount and hiring?",
      "group": "People and money",
      "summary": "What organizations say about hiring, team size and work AI does in place of staff.",
      "passages": 24,
      "url": "https://the-ai-record.com/topics/headcount-and-hiring",
      "json": "https://the-ai-record.com/api/v1/topics/headcount-and-hiring.json"
    },
    {
      "id": "internal-tools",
      "title": "Do organizations build their own AI tools or buy them?",
      "group": "Running AI in an organization",
      "summary": "Internal agents and platforms versus bought tools, and why.",
      "passages": 12,
      "url": "https://the-ai-record.com/topics/internal-tools",
      "json": "https://the-ai-record.com/api/v1/topics/internal-tools.json"
    },
    {
      "id": "leadership-and-mandates",
      "title": "How do leaders push AI adoption?",
      "group": "Running AI in an organization",
      "summary": "Mandates, memos, expectations and incentives from leadership.",
      "passages": 7,
      "url": "https://the-ai-record.com/topics/leadership-and-mandates",
      "json": "https://the-ai-record.com/api/v1/topics/leadership-and-mandates.json"
    },
    {
      "id": "measuring-impact",
      "title": "How do organizations measure AI's impact?",
      "group": "Running AI in an organization",
      "summary": "The metrics organizations use to judge whether AI is working.",
      "passages": 36,
      "url": "https://the-ai-record.com/topics/measuring-impact",
      "json": "https://the-ai-record.com/api/v1/topics/measuring-impact.json"
    },
    {
      "id": "migrations",
      "title": "Can AI do large code migrations?",
      "group": "Building software",
      "summary": "Agents moving large codebases between languages, frameworks or versions.",
      "passages": 7,
      "url": "https://the-ai-record.com/topics/migrations",
      "json": "https://the-ai-record.com/api/v1/topics/migrations.json"
    },
    {
      "id": "product-and-design",
      "title": "How is AI used in product and design?",
      "group": "Other functions",
      "summary": "AI in product management, research, prototyping and design.",
      "passages": 10,
      "url": "https://the-ai-record.com/topics/product-and-design",
      "json": "https://the-ai-record.com/api/v1/topics/product-and-design.json"
    },
    {
      "id": "revenue-per-employee",
      "title": "Does AI raise revenue per employee?",
      "group": "People and money",
      "summary": "Statements tying AI to revenue, profit or output per person.",
      "passages": 4,
      "url": "https://the-ai-record.com/topics/revenue-per-employee",
      "json": "https://the-ai-record.com/api/v1/topics/revenue-per-employee.json"
    },
    {
      "id": "sales-and-marketing",
      "title": "How is AI used in sales and marketing?",
      "group": "Other functions",
      "summary": "AI that prospects, answers sales questions, writes campaigns or supports account teams.",
      "passages": 17,
      "url": "https://the-ai-record.com/topics/sales-and-marketing",
      "json": "https://the-ai-record.com/api/v1/topics/sales-and-marketing.json"
    },
    {
      "id": "security",
      "title": "How does AI help keep a product secure?",
      "group": "Building software",
      "summary": "AI used to find vulnerabilities, review security, and the risks agents add.",
      "passages": 6,
      "url": "https://the-ai-record.com/topics/security",
      "json": "https://the-ai-record.com/api/v1/topics/security.json"
    },
    {
      "id": "testing",
      "title": "How is AI used for testing?",
      "group": "Building software",
      "summary": "AI that writes, runs or repairs tests, and what that does to quality.",
      "passages": 8,
      "url": "https://the-ai-record.com/topics/testing",
      "json": "https://the-ai-record.com/api/v1/topics/testing.json"
    },
    {
      "id": "training-and-skills",
      "title": "How do organizations train people to use AI?",
      "group": "Running AI in an organization",
      "summary": "Training programs, new skills and changing roles.",
      "passages": 7,
      "url": "https://the-ai-record.com/topics/training-and-skills",
      "json": "https://the-ai-record.com/api/v1/topics/training-and-skills.json"
    },
    {
      "id": "where-agents-run",
      "title": "Where do agents run?",
      "group": "Running AI in an organization",
      "summary": "The environments agents work in: sandboxes, cloud machines, background jobs, chat tools.",
      "passages": 6,
      "url": "https://the-ai-record.com/topics/where-agents-run",
      "json": "https://the-ai-record.com/api/v1/topics/where-agents-run.json"
    }
  ],
  "notice": [
    "Every passage is reproduced word for word from the cited source.",
    "Check the verification status: \"reported\" means not yet confirmed by an independent second reader.",
    "Organizations flagged aiVendor sell AI tooling and have a reason to publish flattering numbers.",
    "An empty result means the archive holds nothing on it, not that nobody has said anything."
  ]
}