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Enterprise AI Adoption

Explore documented AI business activity, including adoption, partnerships and deployments—and see what each source actually establishes.

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✓ 1Password✓ Gilbert + Tobin✓ Akash Systems
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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 question1PasswordGilbert + TobinAkash Systems
What was rolled outNo source-linked detail in this snapshot
  • 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
Business workflow
  • 1Password deployed Codex across planning, implementation, review, testing, and production investigation.Vendor-reported · Read entry 1
  • 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
Reported result
  • Its OpenAI customer story reports a 20.9% productivity improvement for a core engineering cohort and a 10.9% reduction in median pull-request cycle time.Vendor-reported · Read entry 1
  • For its Finance AI Hackathon, 1Password says 90 team members built 21 agents and that those agents save the team 5–10 hours per person per week.Source-reported · Read entry 1
  • 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
Measurement basis
  • The company estimates a 553% ROI and about $784,000 of annual engineering capacity for a modelled group of 50 consistent users.Vendor-reported · Read entry 1
  • The ROI is modelled, not a realised cash saving or an independently verified causal effect.Vendor-reported · Read entry 1
Measurement basis included in reported result aboveNo source-linked detail in this snapshot
Limits and unknowns
  • Expansion to finance and marketing is described as a rollout, but the published productivity figures concern engineering and should not be generalized to those teams.Vendor-reported · Read entry 1
  • The ROI is modelled, not a realised cash saving or an independently verified causal effect.Vendor-reported · Read entry 1
  • 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

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.

Classification1PasswordGilbert + TobinAkash Systems
Adoption stageProductionUnknownUnknown
Business functionsFinance, Software DeliveryFinance, Legal, Sales MarketingNot established
Outcome categoriesCycle Time, ProductivityCycle TimeNot established
Source date2026-09-082026-09-012026-06-10

1Password

Gilbert + Tobin

Akash Systems

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