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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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Choose 2–4 entities for a side-by-side matrix. Unknowns stay visible instead of being inferred.

3 of 4 selected
✓ 1Password✓ Facebook✓ Tecban
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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 question1PasswordFacebookTecban
What was rolled outNo source-linked detail in this snapshotNo source-linked detail in this snapshot
  • Microsoft's customer story says Tecban adopted Microsoft 365 Copilot and GitHub Copilot, recorded 98 use cases, completed 35, and onboarded more than 3,000 users.Vendor-reported · Read entry 1
Business workflow
  • 1Password deployed Codex across planning, implementation, review, testing, and production investigation.Vendor-reported · Read entry 1
No source-linked detail in this snapshot
  • The case illustrates scaled adoption in a regulated banking environment, not a controlled causal estimate of Copilot's impact.Vendor-reported · Read entry 1
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
No source-linked detail in this snapshotNo 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
No source-linked detail in this snapshot
  • The story also reports an estimated 30% development productivity gain and 14% testing gain.Vendor-reported · Read entry 1
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
No source-linked detail in this snapshotNo source-linked detail in this snapshot

No directly comparable measured outcomes are established for this selection.

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.

Classification1PasswordFacebookTecban
Adoption stageProductionUnknownProduction
Business functionsFinance, Software DeliveryNot establishedNot established
Outcome categoriesCycle Time, ProductivityNot establishedProductivity
Source date2026-09-082026-06-252026-06-02

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