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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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✓ Zapier✓ Impel✓ Qonto
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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 questionZapierImpelQonto
What was rolled out
  • The story cites 89% AI adoption across all Zapier employees and more than 800 internally deployed AI agents.Vendor-reported · Read entry 1
  • Impel deployed Claude Enterprise to more than 400 seats across knowledge work and engineering.Vendor-reported · Read entry 1
No source-linked detail in this snapshot
Business workflow
  • Anthropic's customer story reports that Zapier adopted Claude Enterprise for work across product marketing, engineering, strategic research, and design.Vendor-reported · Read entry 1
  • Impel deployed Claude Enterprise to more than 400 seats across knowledge work and engineering.Vendor-reported · Read entry 1
  • Its teams use Claude Code for product development and a Claude-based roleplay agent to train over 150 customer-facing staff using scenarios informed by recorded dealer calls.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
  • Zapier says its support team's AI ticket-summarisation tool, Sidekick, halved average handle time.Adopter-published · Read entry 1
  • Anthropic's customer story says new-product ramp time fell from three to six months to roughly one month of roleplay and certification.Vendor-reported · Read entry 1
  • It reports 20% more support cases handled with Claude-based triage and monthly business-review preparation falling from three to four hours to around 30 minutes.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
Measurement basisNo source-linked detail in this snapshotNo source-linked detail in this snapshotNo source-linked detail in this snapshot
Limits and unknowns
  • Anthropic's earlier customer story reported 89% AI adoption; the figures refer to different dates and should not be treated as competing estimates for the same moment.Adopter-published · Read entry 1
  • Its claims are vendor-published and should not be presented as an independent outcome evaluation.Vendor-reported · Read entry 1
  • These are vendor-published customer examples, not an independently controlled estimate of company-wide productivity.Vendor-reported · Read entry 1
  • Impel prioritises agent opportunities by business problem and still uses other models, so the account does not establish that every benefit or workflow is attributable solely to Claude.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

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.

ClassificationZapierImpelQonto
Adoption stageProductionProductionProduction
Business functionsResearch, Sales MarketingNot establishedFinance
Outcome categoriesCycle TimeCycle TimeCycle Time
Source date2026-01-082026-09-162026-09-03

Zapier

Impel

Qonto

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