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

✓ Pythian ✓ Quantium ✓ AARP ✓ 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 question	Pythian	Quantium	AARP	Qonto
What was rolled out	No 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	No source-linked detail in this snapshot	No source-linked detail in this snapshot
Business workflow	No source-linked detail in this snapshot	No source-linked detail in this snapshot	No source-linked detail in this snapshot	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	No source-linked detail in this snapshot	The story says one bid-writing workflow cut work time by up to 90%.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 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	Its further claims about customers' IT tickets, supply chains, and retail onboarding should not be presented as independently attributable adoption by those unnamed organisations.Source-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	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.

Classification	Pythian	Quantium	AARP	Qonto
Adoption stage	Production	Production	Unknown	Production
Business functions	Not established	Software Delivery	Not established	Finance
Outcome categories	Cycle Time	Cycle Time	Not established	Cycle Time
Source date	2026-08-27	2025-04-03	2026-04-30	2026-09-03

Qonto

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