Research · Dataset

Enterprise AI Workflow Index

93 published accounts of enterprise work done with AI, classified by function, industry and evidence class, with the human checkpoint each source describes.

Every row links to a source that the organization or creator published. These are third-party examples, not Nuvepro customer cases. Nuvepro adds the classification and the review date. Sources reviewed through 1 November 2026. Licence: Creative Commons Attribution 4.0 International (CC BY 4.0). Nuvepro's classification and summaries are licensed under CC BY 4.0. Linked sources remain under their owners' terms. People are named only as the sources they link to name them. If you reuse it, credit “Nuvepro, Enterprise AI Workflow Index” and link to this page.

Licensed by Nuvepro Technologies Pvt Ltd. Nuvepro's own columns are short_work, function, industry, evidence, human_checkpoint, curation_date, nuvepro_url and license. The source-derived columns are company, source_url and source_date. The index is provided as is. It reflects each source as published on its review date, has not been independently audited and may change. Listing an organization or person does not imply a partnership or endorsement. To correct or remove an entry, contact us.

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The index

Enterprise AI workflow examples with function, industry, evidence class and human checkpoint
Work	Source	Function	Industry	Evidence	Human checkpoint
M&A deal sourcing diligence	OffDeal	Banking and Insurance	Financial Services	Reported operating use	Not stated in the source
service investigation dashboards	Grafana Labs	IT Operations	Technology	Limited published evidence	No review step stated; users get the assistant inside Grafana's own interface with access to their existing observability context
regulatory document drafting	Bluenote	Research and Regulated Documentation	Healthcare and Life Sciences	Reported operating use	Human expert review of draft documents, which arrive with review flags
scientific literature review	FutureHouse	Research and Regulated Documentation	Healthcare and Life Sciences	Limited published evidence	Not stated in the source
security alert triage	Trellix	Security	Technology	Reported operating use	Analysts receive Wise's investigations and recommendations; customer authority boundaries are not quantified in the source
security alert investigation	Panther	Security	Technology	Reported operating use	Not stated in the source
month-end accruals	Campfire	Finance and Accounting	Technology	Reported operating use	Not stated in the source
ad campaign management	Advolve	Sales and Marketing	Technology	Reported operating use	Not stated in the source
support request routing	Assembled	Customer Service	Technology	Reported operating use	Exceptions are routed between AI and human agents, and human edits to responses are used in evaluations
fraud risk review	Inscribe	Banking and Insurance	Financial Services	Limited published evidence	Not stated in the source
refund eligibility	Decagon	Customer Service	Technology	Reported operating use	Not stated in the source
insurance claims intake	DXC Technology	Banking and Insurance	Financial Services	Reported operating use	Humans keep checkpoints on material legal or financial decisions, and flagged work is routed to people for authorized review
car buyer qualification	Cars24	Sales and Marketing	Retail and Consumer	Reported operating use	Not stated in the source
security investigation	Block	Security	Financial Services	Reported operating use	Humans validate results and guide deployment
threat investigation response	Sophos	Security	Technology	Reported operating use	Humans oversee uncomfortable or potentially destructive work, and analysts calibrate the authority boundaries within the Notify, Collaborate and Authorise modes
talent market research	Oracle	HR and Recruiting	Technology	Reported operating use	Humans stay responsible for design and output; one business user checked results against the previous manual process
agreement review	Sullivan & Cromwell	Legal	Legal and Professional Services	Limited published evidence	Lawyers inspect the sources and accept, adapt or reject the suggested changes
customer service actions	Intercom	Customer Service	Technology	Reported operating use	Not stated in the source
delivery exception handling	Nash	Field Service and Logistics	Logistics and Transport	Limited published evidence	Not stated in the source
expense policy review	Ramp	Finance and Accounting	Financial Services	Reported operating use	Reviewers retain authority, and ambiguous or missing context escalates to them
claims escalation investigation	Oscar Health	Banking and Insurance	Healthcare and Life Sciences	Limited published evidence	Not stated in the source
sales deal briefs	Rippling	Sales and Marketing	Technology	Limited published evidence	No review step stated; an early tester reports building the agent end to end without an engineering team
appointment booking	Practo	Customer Service	Healthcare and Life Sciences	Reported operating use	Not stated in the source
legal research and drafting	LexisNexis Legal & Professional	Legal	Legal and Professional Services	Reported operating use	Human evaluators, organized by workflow, jurisdiction and language, review output quality
lead follow-up dashboard	Zapier	Sales and Marketing	Technology	Limited published evidence	Not stated in the source
launch readiness checks	RingCentral	Sales and Marketing	Technology	Limited published evidence	Not stated in the source
freight invoice review	Dow	Finance and Accounting	Manufacturing and Energy	Reported operating use	Not stated in the source
recruiting shortlists	The Adecco Group	HR and Recruiting	IT Services and Staffing	Reported operating use	Recruiters review the shortlists the workflow produces
student service cases	Wiley	Customer Service	Telecom, Media and Education	Limited published evidence	Complex issues go to service representatives
cruise booking assistant	Holland America Line	Customer Service	Retail and Consumer	Limited published evidence	No review step stated; contact center staff were the first group in the phased rollout before employees and website customers
personal budgeting	Starling Bank	Banking and Insurance	Financial Services	Reported operating use	Not stated in the source
HR service desk	IBM	HR and Recruiting	Technology	Reported operating use	Not stated in the source
purchase order processing	StarLink (Infinigate Group)	Finance and Accounting	IT Services and Staffing	Reported operating use	Not stated in the source
clinical policy digitization	Cohere Health	Research and Regulated Documentation	Healthcare and Life Sciences	Reported operating use	Experts author skills, data science approval gates production release, and analysts annotate outputs after release
mortgage self-service	Rocket Companies	Banking and Insurance	Financial Services	Reported operating use	Uncertainty and keyword triggers escalate the customer to a human banker
network diagnosis	One New Zealand	IT Operations	Telecom, Media and Education	Reported operating use	Most VoLTE action paths retain human review, and One NZ describes human accountability
property due diligence	Orbital Witness	Legal	Legal and Professional Services	Limited published evidence	Legal engineers develop prompts and assess expected outputs in test environments
sales email CRM	Anthropic	Sales and Marketing	Technology	Reported operating use	No review step stated; sales employees describe email drafting and CRM automations, and one representative built a dashboard and pipeline
legal intake review	Anthropic	Legal	Technology	Reported operating use	No review step stated; an Anthropic lawyer built the automations that scan risks, triage legal questions and prepare initial reviews of public-facing copy
candidate sourcing	Anthropic	HR and Recruiting	Technology	Reported operating use	No review step stated; a recruiter uses Claude for sourcing, application tracking and analysis, and spends more attention on interview design and applicant conversations
purchase request review	Anthropic	Finance and Accounting	Technology	Reported operating use	No review step stated; a finance manager built the agent that reviews purchase requests
well report extraction	Petoro and SLB	Research and Regulated Documentation	Manufacturing and Energy	Limited published evidence	Not stated in the source
merchandising analysis	Walmart	Sales and Marketing	Retail and Consumer	Reported operating use	Merchants use the assistant as decision support; autonomous purchasing, pricing or assortment changes are not established by the source
model porting and optimization	Deepgram and AWS Forward Deployed Engineering	Software Engineering	Technology	Reported operating use	Engineers check layer outputs against a CPU reference and end to end word error rate against Deepgram's targets
investment memo review	Terminal X	Banking and Insurance	Financial Services	Reported operating use	Analyst corrections feed later instructions, and evaluator judgments are compared with senior human review
cloud incident investigation	Eon	IT Operations	Technology	Reported operating use	Engineers investigate alongside the SRE agent; production access is read only, approved just in time and audited
complaint triage	Octave	Research and Regulated Documentation	Healthcare and Life Sciences	Reported operating use	The quality handler makes the final triage decision after the assistant prepares the brief and recommended priority
contract obligation tracking	Birlasoft	Legal	IT Services and Staffing	Reported operating use	Delivery staff retain oversight of the agents' work
vulnerability patch verification	PHP Foundation and PHP security team	Security	Technology	Reported operating use	People make every decision and work on every patch
test failure triage	Rescale	Software Engineering	Technology	Reported operating use	Rescale engineers validate the automated first pass classifications
candidate sourcing	Blue Castle Agency	HR and Recruiting	IT Services and Staffing	Reported operating use	No review step stated; recruiters handle candidate conversations
welcome email workflow	Vetano	Sales and Marketing	Technology	Reported operating use	The founder reviews a test email before workflow changes go live
chip verification workflows	Unnamed semiconductor company	Software Engineering	Manufacturing and Energy	Reported operating use	No review step stated; customer verification engineers helped define evaluations alongside the embedded OpenAI engineers
agent containment testing	OpenAI	Security	Technology	Reported operating use	Security and infrastructure teams reproduce findings and verify configuration repairs
commercial loan process	Customers Bank	Banking and Insurance	Financial Services	Limited published evidence	No review step stated; an April announcement proposed bankers focus on relationships and deal structure
analytics failure investigation	Bayer Crop Science	Research and Regulated Documentation	Healthcare and Life Sciences	Reported operating use	No review step stated; researchers ask about workflow failures and results through the natural-language layer
vulnerability repair	Google	Security	Technology	Reported operating use	Engineers review and merge changes, SRE teams monitor canary deployment, and product teams control precision and recall priorities
vulnerability review	Cloudflare	Security	Technology	Limited published evidence	Cloudflare team review precedes sharing proposals with customers, who retain control over implementation
restaurant cash reconciliation	Ted Taylor, independent restaurant franchisee	Finance and Accounting	Retail and Consumer	Reported operating use	The owner reviews the reconciliation results before implementing anything
merchandise recommendations	Fanatics	Sales and Marketing	Retail and Consumer	Reported operating use	Fanatics reviewed results, supplied feedback and approved the initial product before production rollout
database migration	The New York Times	Software Engineering	Telecom, Media and Education	Reported operating use	NYT engineers own the migration design, quality assurance, rollback plan and final production sign off
cross-repo security review	CodeRabbit	Security	Technology	Reported operating use	Users select which findings get exploit verification, and humans review and approve any drafted fix
batch record review	Enveda	Research and Regulated Documentation	Healthcare and Life Sciences	Reported operating use	People decide whether advisory findings require action, and the quality unit retains batch disposition
billing discrepancy review	Telstra	Finance and Accounting	Telecom, Media and Education	Reported operating use	Human validation remains part of the process, and cases are prepared for human review
network config review	Microsoft Digital	IT Operations	Technology	Limited published evidence	Engineers review recommendations and approve proposed actions
technician briefing	TK Elevator	Field Service and Logistics	Manufacturing and Energy	Reported operating use	Technicians inspect equipment and decide the physical work; analysts and technical specialists interpret monitoring patterns
energy model customization	Exowatt	Software Engineering	Manufacturing and Energy	Limited published evidence	Engineers curate decisions and preserve labels and numbers when expanding training examples
IT service requests	Unnamed enterprise customer reported by Redpanda	IT Operations	Technology	Reported operating use	People retain incident closure and existing approvals; employee identity is retained for writes
voice support	Anker	Customer Service	Retail and Consumer	Reported operating use	Retell's platform handoff briefs a representative and confirms readiness before connecting the caller; Anker's exact escalation setup is not detailed
retail team debriefs	Credit Saison	Sales and Marketing	Financial Services	Reported operating use	No review step stated; retail teams use a custom GPT to summarize daily meeting audio and keep their regular debrief
engineering agent coordination	Deel	Software Engineering	Technology	Reported operating use	Engineers initiate work and answer questions, and agent permissions follow the initiating person
incident investigation	InEight	IT Operations	Technology	Reported operating use	Engineers validate investigations in sandboxes and retain approval; disruptive operations are blocked
NDA playbook review	Legora	Legal	Legal and Professional Services	Reported operating use	Lawyers review and interpret agent findings during acquisition diligence; the NDA approval procedure is not disclosed
disaster recovery evidence	Nubank	IT Operations	Financial Services	Reported operating use	The agent generates a report for engineers; the source does not say who accepts the recovery conclusions
transactional diligence	Ropes & Gray	Legal	Legal and Professional Services	Limited published evidence	Lawyers inspect source documents and interim summaries before delivering advice to clients
AP exception resolution	Varick AP pattern (customer unnamed)	Finance and Accounting	Cross-Industry	Limited published evidence	Discrepancies are routed to people, who retain transaction approval and payment release
shared skill maintenance	Varick shared-skill patterns (customers unnamed)	Software Engineering	Cross-Industry	Limited published evidence	The process owner defines correct outcomes, reads failures and approves changes, and human diagnosis and domain judgment are retained
startup finance model dashboards	Unnamed startup (reported by Alex Lieberman)	Finance and Accounting	Technology	Limited published evidence	No review step stated; a finance leader prepares the model, dashboards, QBR materials and compensation scenarios
security questionnaire	Box product demonstration	Sales and Marketing	Technology	Limited published evidence	Questions the approved policy documents do not support are routed for human review
RFP contract agent experiments	Box internal experiments	Sales and Marketing	Technology	Limited published evidence	Not stated in the source
content strategy in Google Docs	Unnamed agency (reported by Mike Fishbein)	Sales and Marketing	Legal and Professional Services	Limited published evidence	Open questions are tagged for a strategist or client, and changes arrive as suggestions in the document
cash application	Varick cash-application pattern (customer unnamed)	Finance and Accounting	Cross-Industry	Limited published evidence	Not stated in the source
cold call practice	Unnamed client (reported by Mike Fishbein)	Sales and Marketing	Cross-Industry	Limited published evidence	No review step stated; sellers practice cold calls and the AI coach judges when a seller is ready for real leads
hiring outreach	Hiring-outreach workshop example (Alex Lieberman)	HR and Recruiting	Cross-Industry	Limited published evidence	People set criteria and permitted sources, review AI research, choose contacts, and explicitly approve outreach before AI sends it
freight billing exceptions	Worldwide Express	Finance and Accounting	Logistics and Transport	Reported operating use	Reviewers approve agent recommendations, moving from individual to bulk approval; exact approval thresholds are undisclosed
synthetic evaluation	Microsoft	Software Engineering	Technology	Reported operating use	Not stated in the source
content platform migration	All England Lawn Tennis and Croquet Club (Wimbledon)	Software Engineering	Telecom, Media and Education	Reported operating use	Not stated in the source
entity close reconciliation	Varick close and reconciliation pattern	Finance and Accounting	Cross-Industry	Limited published evidence	Not stated in the source
variance commentary	Varick variance-commentary illustration and prescription	Finance and Accounting	Cross-Industry	Limited published evidence	No review step stated; an FP&A analyst creates the commentary skill and a VP's preferred format guides the output
vendor onboarding	Varick vendor-onboarding prescription (customer unnamed)	Finance and Accounting	Cross-Industry	Limited published evidence	Not stated in the source
controls and audit evidence	Varick controls-and-audit prescription (customer unnamed)	Finance and Accounting	Cross-Industry	Limited published evidence	No review step stated; auditors are described as recipients of the collected evidence
auto-insurance claim recommendation	Jerry Liu and LlamaIndex instructional example	Banking and Insurance	Financial Services	Limited published evidence	Not stated in the source
after-hours insurance intake	Ken Reiners insurance-intake recipe (agency hypothetical)	Banking and Insurance	Financial Services	Limited published evidence	A licensed person reads, edits if needed and sends ordinary replies; claim or loss messages trigger an on-call alert

CSV columns: short_work, company, function, industry, evidence, human_checkpoint, source_url, source_date, curation_date, nuvepro_url, license. The human checkpoint states where a person reviews or decides according to the source. “No review step stated” means the source names a person or role in the work but no review or approval step; “Not stated in the source” means it names neither.