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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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 questionGilbert + TobinAkash SystemsImpel
What was rolled out
  • OpenAI's September 2026 customer story reports that 87% of enabled seats were active as of June 2026.Vendor-reported · Read entry 1
No source-linked detail in this snapshot
  • Impel deployed Claude Enterprise to more than 400 seats across knowledge work and engineering.Vendor-reported · Read entry 1
Business workflow
  • Gilbert + Tobin introduced ChatGPT Enterprise in operations and expanded its use to marketing, business development, recruitment, finance, technology, and parts of its legal practice.Vendor-reported · Read entry 1
No source-linked detail in this snapshot
  • 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
Reported result
  • Gilbert + Tobin says a recruitment research task fell from roughly four hours to 20 minutes, while selected conflict, know-your-customer and anti-money-laundering checks fell from hours to minutes.Vendor-reported · Read entry 1
No source-linked detail in this snapshot
  • 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
Measurement basisMeasurement basis included in reported result aboveNo source-linked detail in this snapshotNo source-linked detail in this snapshot
Limits and unknowns
  • These are examples of selected workflows, not evidence that all legal work has been automated.Vendor-reported · Read entry 1
  • The firm uses role-specific enablement and controls on data handling, access, and output review; the article does not establish an independent comparison group for its reported gains.Vendor-reported · Read entry 1
No source-linked detail in this snapshot
  • 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

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.

ClassificationGilbert + TobinAkash SystemsImpel
Adoption stageUnknownUnknownProduction
Business functionsFinance, Legal, Sales MarketingNot establishedNot established
Outcome categoriesCycle TimeNot establishedCycle Time
Source date2026-09-012026-06-102026-09-16
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