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Living landscape

Enterprise AI Adoption

Explore documented AI business activity, including adoption, partnerships and deployments—and see what each source actually establishes.

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Choose 2–4 entities for a side-by-side matrix. Unknowns stay visible instead of being inferred.

4 of 4 selected
✓ AARP✓ GitLab✓ Qonto✓ Quantium
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What the wiki can establish

Evidence gaps remain visible as “Not established” instead of being filled by inference.

Use this matrix to compare published evidence—not to rank organisations or products. Each detailed claim links to its supporting wiki entry. Documented means that a source reported it, not that the wiki independently verified a causal outcome.

Business questionAARPGitLabQontoQuantium
What was rolled outNo source-linked detail in this snapshotNo source-linked detail in this snapshotNo source-linked detail in this snapshot
  • It reports that 89% of team members use AI daily, but does not establish that all of those users use Claude each day.Vendor-reported · Read entry 1
Business workflowNo source-linked detail in this snapshot
  • Anthropic's customer story says GitLab piloted Claude for Work internally for RFP responses, marketing content, technical documentation, small internal tools, and data analysis.Vendor-reported · Read entry 1
  • Qonto deployed Claude in agents inside its banking and bookkeeping product, using Amazon Bedrock for the more complex steps.Vendor-reported · Read entry 1
  • Qonto's AI Lab also uses Claude Code internally for engineering.Vendor-reported · Read entry 1
No source-linked detail in this snapshot
Reported resultNo source-linked detail in this snapshot
  • It reports that 98% of surveyed GitLab team members were satisfied or very satisfied and cites 25–50% productivity gains during the initial pilot.Vendor-reported · Read entry 1
  • Anthropic reports bank transfers completed twice as fast, client invoices created in one-third the time, and payroll flows handled five times faster in the described workflows.Vendor-reported · Read entry 1
  • The story says one bid-writing workflow cut work time by up to 90%.Vendor-reported · Read entry 1
Measurement basisNo source-linked detail in this snapshotNo source-linked detail in this snapshotNo source-linked detail in this snapshotNo source-linked detail in this snapshot
Limits and unknownsNo source-linked detail in this snapshot
  • The page does not state the survey sample, productivity baseline, or calculation method, so they should not be generalised to GitLab's entire workforce.Vendor-reported · Read entry 1
  • These are vendor-published customer claims, not independently audited causal estimates across Qonto's entire customer base.Vendor-reported · Read entry 1
  • These are vendor-published accounts of specific workflows, not independently measured productivity across Quantium.Vendor-reported · Read entry 1
  • The page does not provide a detailed measurement protocol or prove Claude alone caused the changes.Vendor-reported · Read entry 1
  • It reports that 89% of team members use AI daily, but does not establish that all of those users use Claude each day.Vendor-reported · Read entry 1

Not directly comparable: reported results may use different measures, populations, baselines, methods or dates. Read each measurement basis and source before drawing a conclusion.

Snapshot classificationsContext, not cited per-cell claims

These classifications summarise each entity dossier; they are not individually cited claims. Open a linked claim above for source-specific detail.

ClassificationAARPGitLabQontoQuantium
Adoption stageUnknownPilotingProductionProduction
Business functionsNot establishedSales MarketingFinanceSoftware Delivery
Outcome categoriesNot establishedProductivityCycle TimeCycle Time
Source date2026-04-302026-09-022026-09-032025-04-03

AARP

GitLab

Qonto

Quantium

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