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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.

Published snapshotBuilt from current wiki evidence

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

3 of 4 selected
✓ GitLab✓ Tecban✓ Qonto
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Decision view

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 questionGitLabTecbanQonto
What was rolled outNo source-linked detail in this snapshot
  • Microsoft's customer story says Tecban adopted Microsoft 365 Copilot and GitHub Copilot, recorded 98 use cases, completed 35, and onboarded more than 3,000 users.Vendor-reported · Read entry 1
No source-linked detail in this snapshot
Business workflow
  • 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
  • The case illustrates scaled adoption in a regulated banking environment, not a controlled causal estimate of Copilot's impact.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
Reported result
  • 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
No source-linked detail in this snapshot
  • 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
Measurement basisNo source-linked detail in this snapshot
  • The story also reports an estimated 30% development productivity gain and 14% testing gain.Vendor-reported · Read entry 1
No source-linked detail in this snapshot
Limits and unknowns
  • 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
No source-linked detail in this snapshot
  • These are vendor-published customer claims, not independently audited causal estimates across Qonto's entire customer base.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.

ClassificationGitLabTecbanQonto
Adoption stagePilotingProductionProduction
Business functionsSales MarketingNot establishedFinance
Outcome categoriesProductivityProductivityCycle Time
Source date2026-09-022026-06-022026-09-03

GitLab

Tecban

Qonto

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