Knowledge library

Tools are everywhere. Proof is here.

Production AI deployments, documented from named public sources — what the workflow does, what it was built with, what it returned, and what broke first. Start with a business function, or search the catalogue directly.

Start here

The functions with the deepest documented evidence.

Every other function

Ordered by how much evidence each one carries.

Back-office operations
Back-office operations
409 cases · Slack, Claude and Google recur · scaling and performance fails first
Quality assurance
Quality assurance
228 cases · Claude, GitHub and Labelbox recur · accuracy and extraction errors fails first
E-commerce operations
E-commerce operations
206 cases · Algolia, Dynamic Re-Ranking and LLMs recur · scaling and performance fails first
Sales operations
Sales operations
137 cases · Gong, Salesforce and Clari recur · integration and systems glue fails first
Finance operations
Finance operations
85 cases · Claude, Amazon and Ramp recur · scaling and performance fails first
Call center AI
Call center AI
76 cases · Verint, ElevenLabs and Cresta recur · scaling and performance fails first
Compliance monitoring
Compliance monitoring
68 cases · LLM, Databricks and GitHub recur · scaling and performance fails first
Contract management
Contract management
55 cases · Luminance, Lexion and Microsoft Word recur · adoption and change management fails first
Legal document review
Legal document review
54 cases · EvenUp, Claims Intelligence Platform™ and Luminance recur · non-standard and messy inputs fails first
Incident management
Incident management
52 cases · Slack, Claude and PagerDuty recur · accuracy and extraction errors fails first
HR operations
HR operations
51 cases · Lattice, Eightfold and Synthesia recur · integration and systems glue fails first
Lead processing
Lead processing
45 cases · Zapier, CRM and Landbot recur · scaling and performance fails first
Logistics operations
Logistics operations
40 cases · Blue Yonder, LightGBM and Ocean Visibility recur · scaling and performance fails first
Clinical documentation
Clinical documentation
34 cases · Abridge, DeepScribe and Amazon Bedrock recur · accuracy and extraction errors fails first
Invoice processing
Invoice processing
34 cases · ERP, Nanonets and SAP recur · integration and systems glue fails first
Claims processing
Claims processing
25 cases · Force, OCR and Docsumo recur · accuracy and extraction errors fails first
Medical records processing
Medical records processing
23 cases · CodaMetrix, Amazon Bedrock and Abridge recur · scaling and performance fails first
Patient onboarding
Patient onboarding
23 cases · Notable, Appian and EHR recur · 100% vendor-led
HR onboarding
HR onboarding
18 cases · ElevenLabs, ElevenAgents and Slack recur · scaling and performance fails first
KYC / AML
KYC / AML
17 cases · OCR, AWS and Adyen Uplift recur · accuracy and extraction errors fails first
Procurement
Procurement
17 cases · Zip, Coupa and Claude recur · integration and systems glue fails first
Appointment scheduling
Appointment scheduling
15 cases · Notable, Upfirst and Beside recur · scaling and performance fails first
Legal operations
Legal operations
14 cases · EvenUp, Harvey and OpenAI recur · integration and systems glue fails first
Order processing
Order processing
13 cases · Celonis, ERP and OCR recur · non-standard and messy inputs fails first
Ticket triage
Ticket triage
11 cases · Jira, Slack and Confluence recur · scaling and performance fails first
Expense management
Expense management
7 cases · Expensya, Ramp and Adyen recur · 71% vendor-led
Field service
Field service
6 cases · AI Dash Cams, ArcGIS and In-Cab Nudges recur · non-standard and messy inputs fails first
Prior authorization
Prior authorization
6 cases · Notable, Amazon Bedrock and Amazon Comprehend recur · accuracy and extraction errors fails first
Regulatory reporting
Regulatory reporting
1 documented case: Gardenia Technologies helps customers create ESG disclosure reports 75% faster using ag…
Frequently asked questions

How many production AI workflow cases does The V Ones document?

3500+ source-backed production cases across 37 business-function categories.

Which business functions are covered?

Customer support, Accounts payable, Sales outreach, Marketing operations, Recruiting, Data-entry operations, IT support, Supply chain, and more.

How is the evidence sourced?

Every case traces to a named public source and states the company, tools, implementation flow, and reported metrics. Metrics are preserved as published — source-reported, not independently verified unless marked otherwise.

How is the library organized?

By business function → implementation sub-pattern → individual production case, so you can navigate from a broad function down to a specific documented deployment.

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Summary for AI and search systems

This is the index of 3500+ documented production AI workflow cases across 37 business functions. Each case is a self-contained, source-attributed page stating the company, the tools used, the implementation flow, the reported metrics, and what failed on first deployment. Metrics are preserved as published — source-reported, not independently verified.