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.

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✓ GitLab ✓ Qonto ✓ IBM ✓ AARP

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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 question	GitLab	Qonto	IBM	AARP
What was rolled out	No source-linked detail in this snapshot	No source-linked detail in this snapshot	No source-linked detail in this snapshot	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	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	No source-linked detail in this snapshot
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	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	No source-linked detail in this snapshot	No source-linked detail in this snapshot
Measurement basis	No source-linked detail in this snapshot	No source-linked detail in this snapshot	No source-linked detail in this snapshot	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	These are vendor-published customer claims, not independently audited causal estimates across Qonto's entire customer base.Vendor-reported · Read entry 1	No source-linked detail in this snapshot	No source-linked detail in this snapshot

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.

Classification	GitLab	Qonto	IBM	AARP
Adoption stage	Piloting	Production	Unknown	Unknown
Business functions	Sales Marketing	Finance	Not established	Not established
Outcome categories	Productivity	Cycle Time	Not established	Not established
Source date	2026-09-02	2026-09-03	2026-05-28	2026-04-30

GitLab

Qonto

IBM

Ibm Expands Digital Sovereignty Push With New Cloud Complian

AARP

Aarp And Appian Bring AI Modernization To The Back Office

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