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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✓ Atlassian ✓ HPE ✓ 1Password ✓ IBM

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What the wiki can establish

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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 question	Atlassian	HPE	1Password	IBM
What was rolled out	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
Business workflow	Atlassian uses Claude for complex and long-running workflows in Rovo Chat, Rovo CLI, and early-access Rovo Max, while Claude Code is used within engineering and was piloted in non-technical teams.Vendor-reported · Read entry 1 Its April 2026 engineering account says the system used Anthropic Claude 3.5 Sonnet to generate review suggestions, alongside separate quality checks.Source-reported · Read entry 1	No source-linked detail in this snapshot	1Password deployed Codex across planning, implementation, review, testing, and production investigation.Vendor-reported · Read entry 1	No source-linked detail in this snapshot
Reported result	Atlassian reported a 30.8% reduction in median pull-request cycle time with its Claude-backed Rovo Dev Code Reviewer and 35.6% fewer human-written review comments.Source-reported · Read entry 1	No source-linked detail in this snapshot	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 snapshot
Measurement basis	Measurement basis included in reported result above	No source-linked detail in this snapshot	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
Limits and unknowns	The same story reports millions of Rovo Chat users but does not provide a controlled measure of Claude-specific productivity or customer outcomes.Vendor-reported · Read entry 1 Anthropic's customer story says more than five million AI agents ran in customer business workflows in one month, but does not attribute all those executions to Claude; Rovo uses multiple models.Vendor-reported · Read entry 1 It does not independently validate the adoption scale in Anthropic's customer story, nor establish a Claude-specific productivity outcome.Adopter-published · Read entry 1	No source-linked detail in this snapshot	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 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.

Classification	Atlassian	HPE	1Password	IBM
Adoption stage	Production	Unknown	Production	Unknown
Business functions	Not established	Not established	Finance, Software Delivery	Not established
Outcome categories	Cycle Time	Not established	Cycle Time, Productivity	Not established
Source date	2026-08-28	2026-06-10	2026-09-08	2026-05-28

Atlassian

HPE

1Password

IBM

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