Live from Git

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

Overview

Enterprise AI change radar

Evidence-backed entities. See documented AI business activity, what the evidence establishes and where important gaps remain. A partnership or article is not proof of adoption. Article volume is not adoption.

Decision explorer

Where is enterprise AI showing evidence of value?

Choose a business function to see documented workflows, source-reported results, how they were measured and what remains unknown.

Finance

Where is AI changing finance work?

Finance workflows, implementation maturity and any reported business result.

Documented adopters
3
With cited results
3
Published sources
6

Production adoption · Claimed evidence

1Password
What they use it for
1Password deployed Codex across planning, implementation, review, testing, and production investigation. Source
Source-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. Source
Measurement basis
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. Source
Evidence limitation
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. Source

Scaling adoption · Claimed evidence

BBVA
What they use it for
BBVA uses AI in legal, risk, engineering, operations, finance, marketing, and customer service. Source
Source-reported result
The story reports about three hours saved per employee per week and up to 80% efficiency gains in selected workflows. Source
Measurement basis
The story reports about three hours saved per employee per week and up to 80% efficiency gains in selected workflows. Source
Evidence limitation
OpenAI describes separate internal assistants for credit analysis, legal inquiries, customer feedback, and database work; the article does not establish that every planned transformation initiative is in production. Source

Production adoption · Claimed evidence

Qonto
What they use it for
Qonto deployed Claude in agents inside its banking and bookkeeping product, using Amazon Bedrock for the more complex steps. Source
Source-reported result
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. Source
Measurement basis
Measurement basis not reported
Evidence limitation
These are vendor-published customer claims, not independently audited causal estimates across Qonto's entire customer base. Source

Results are source-reported claims, not verified ROI. “Not reported” stays unknown.

Ask about finance

Start here

Reported outcomes from adopters

An outcome category is a source-reported claim, not verified ROI. Open each dossier to check what was measured, by whom and when.

  1. Impel

    Production adoption · Claimed evidence

    Reported outcome categories: Cycle Time

    Source-reported resultAnthropic's customer story says new-product ramp time fell from three to six months to roughly one month of roleplay and certification.Vendor Case Study · Read cited entry

  2. 1Password

    Production adoption · Claimed evidence

    Reported outcome categories: Cycle Time · Productivity

    Source-reported resultIts 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 Case Study · Read cited entry

  3. Qonto

    Production adoption · Claimed evidence

    Reported outcome categories: Cycle Time

    Source-reported resultAnthropic 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 Case Study · Read cited entry

  4. GitLab

    Piloting adoption · Claimed evidence

    Reported outcome categories: Productivity

    Source-reported resultIt reports that 98% of surveyed GitLab team members were satisfied or very satisfied and cites 25–50% productivity gains during the initial pilot.Vendor Case Study · Read cited entry

Show 11 more adopters with reported outcomes

  1. Pictet

    Production adoption · Claimed evidence

    Reported outcome categories: Cycle Time

    Source-reported resultAnthropic reports working prototypes built in two hours rather than two weeks in selected examples.Vendor Case Study · Read cited entry

  2. Atlassian

    Production adoption · Claimed evidence

    Reported outcome categories: Cycle Time

    Source-reported resultAtlassian 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.Read cited entry

  3. Pythian

    Production adoption · Claimed evidence

    Reported outcome categories: Cycle TimeDossier source: Pythian Gemini Enterprise Database Operations

  4. BBVA

    Scaling adoption · Claimed evidence

    Reported outcome categories: Productivity

    Source-reported resultThe story reports about three hours saved per employee per week and up to 80% efficiency gains in selected workflows.Vendor Case Study · Read cited entry

  5. Tecban

    Production adoption · Claimed evidence

    Reported outcome categories: ProductivityDossier source: Tecban Copilot Enterprise Rollout

  6. Accenture

    Production adoption · Claimed evidence

    Reported outcome categories: ProductivityDossier source: Accenture Copilot Employee Rollout Results

  7. Regal Rexnord

    Production adoption · Claimed evidence

    Reported outcome categories: ProductivityDossier source: Regal Rexnord Copilot Agents

  8. PwC

    Scaling adoption · Claimed evidence

    Reported outcome categories: ProductivityDossier source: Pwc Copilot Global Rollout

  9. CyberArk

    Production adoption · Claimed evidence

    Reported outcome categories: Cycle Time

    Source-reported resultThe authors report up to a 95% reduction in the time from support-case assignment to resolution: simple cases reportedly moved from 4–6 hours to 15–30 minutes, and complex cases…Read cited entry

  10. Zapier

    Production adoption · Claimed evidence

    Reported outcome categories: Cycle Time

    Source-reported resultZapier says its support team's AI ticket-summarisation tool, Sidekick, halved average handle time.Official Case Study · Read cited entry

  11. Quantium

    Production adoption · Claimed evidence

    Reported outcome categories: Cycle Time

    Source-reported resultThe story says one bid-writing workflow cut work time by up to 90%.Vendor Case Study · Read cited entry

Workflows, not hype

Business functions in documented adoption

Functions are extracted from published adopter evidence. This is not a sector census or a measure of market share.

Adoption first

Documented adoption actions

Organisations with published evidence of piloting or later. Most recent evidence first; this does not establish results or success.

  1. Impel

    Production adoption · Claimed evidence

    Knowledge Work · Process Automation · Workforce And Skills

    Published detailImpel deployed Claude Enterprise to more than 400 seats across knowledge work and engineering.Vendor Case Study · Read cited entry

  2. 1Password

    Production adoption · Claimed evidence

    Process Automation · Software Delivery

    Published detail1Password deployed Codex across planning, implementation, review, testing, and production investigation.Vendor Case Study · Read cited entry

  3. Qonto

    Production adoption · Claimed evidence

    Product Or Service

    Published detailQonto deployed Claude in agents inside its banking and bookkeeping product, using Amazon Bedrock for the more complex steps.Vendor Case Study · Read cited entry

  4. GitLab

    Piloting adoption · Claimed evidence

    Governance And Risk · Knowledge Work · Operating Model · Workforce And Skills

    Published detailAnthropic's customer story says GitLab piloted Claude for Work internally for RFP responses, marketing content, technical documentation, small internal tools, and data analysis.Vendor Case Study · Read cited entry

Separate evidence

Partnership, vendor and other signals

These entries are useful context, but do not establish a piloting-or-later adoption action for the named organisation.

  1. Google

    Product or platform signal · Adoption not established

    Technology PlatformDossier source: Googles AI Buildout Drove 37 Increase In Electricity Use In

  2. OpenAI

    Other business signal · Adoption not established

    Knowledge WorkDossier source: Openais Junior Version Of Chatgpt With Guardrails Has Launch

  3. NetApp

    Other business signal · Adoption not established

    Change type not establishedDossier source: Netapps Sleeping Giant Moment As AI Brings New Data Buyers

  4. Flux

    Product or platform signal · Adoption not established

    Software Delivery · Technology PlatformDossier source: Flux Expands Its Platform To Show Whether AI Coding Investme

Signal type

Statements, actions and outcomes

  • Statement sources1organisations with executive, press or social sources
  • Adoption actions17organisations at piloting through standardised
  • Outcome categories15adopters with reported outcome categories

No quantified metric is implied by an outcome category. Open the evidence ledger before drawing a conclusion.

Confidence

Evidence maturity

  • Claimed53

Evidence strength describes the published support, not whether an organisation is successful.

Ready to explore
53
Published sources
74
Latest evidence
2026-10-07
Browse all supported organisations 53 dossiers

Search and browse published records, including partnerships and vendor activity. Open a dossier before treating a label as evidence of adoption.

Evidence directory

All supported entities

Organisation1 source

Vercel

Adoption
Unknown
Evidence
Claimed
Source date
2026-09-09
Business function
Not established
Change type
Technology Platform
Outcome category
Not established
View evidenceAdd to compare