---
title: "How the leading AI companies are using AI tools"
description: "The article examines how companies on the Forbes AI 50 list are adopting AI for knowledge work, noting that research with Harvard Business Review found only three percent of organizations use AI for knowledge management. Examples from Synthesia and Wiremind favor small, practical wins, including onboarding videos, data visualizations, staging-versus-production comparisons, and complex dataset validation. Adoption is supported through experimentation, departmental AI champions, sandbox hours, documented guidelines, colleague-led training, and feedback systems rather than forced rollout. To measure impact, the companies track usage, new use cases, employee satisfaction, time savings, and output quality; Pinecone reports an 8× increase in sales activity after implementing AI tools. The article concludes that AI may initially expand team capability instead of immediately reducing costs, while repeated experiments can build lasting work habits and support innovation."
---

# How the leading AI companies are using AI tools

[Notion](https://yomu.fyi/company/notion) · Drew Evans · Jan 23, 2025

**Type:** Explainer

## Summary

The article examines how companies on the Forbes AI 50 list are adopting AI for knowledge work, noting that research with Harvard Business Review found only three percent of organizations use AI for knowledge management. Examples from Synthesia and Wiremind favor small, practical wins, including onboarding videos, data visualizations, staging-versus-production comparisons, and complex dataset validation. Adoption is supported through experimentation, departmental AI champions, sandbox hours, documented guidelines, colleague-led training, and feedback systems rather than forced rollout. To measure impact, the companies track usage, new use cases, employee satisfaction, time savings, and output quality; Pinecone reports an 8× increase in sales activity after implementing AI tools. The article concludes that AI may initially expand team capability instead of immediately reducing costs, while repeated experiments can build lasting work habits and support innovation.

## Context

Research conducted with Harvard Business Review found that only three percent of organizations use AI for knowledge management, despite recognizing its potential to help people find information quickly and extract more value. The article draws on companies from the Forbes AI 50 list to examine how they are addressing adoption and measurement.

## Approach / What changed

The companies begin with small, practical use cases, encourage voluntary experimentation through AI champions and dedicated sandbox hours, and support adoption with documented guidelines, colleague-led training, and feedback systems. They measure usage, new use cases, employee satisfaction, time savings, and output quality.

## Takeaways

- Synthesia uses AI-generated employee introduction videos for onboarding, while Wiremind applies AI to data visualizations, staging-versus-production comparisons, and complex dataset validation.
- Recommended adoption practices include departmental AI champions, weekly AI sandbox hours, monthly show-and-tell sessions, clear usage guidelines, regular training, and feedback systems.
- The article says AI can scale team capabilities before producing cost savings; Pinecone documented an 8× increase in sales activity after implementing AI tools.

**Tags:** [Adoption](https://yomu.fyi/topic/adoption), [AI](https://yomu.fyi/topic/ai), [Knowledge Management](https://yomu.fyi/topic/knowledge-management), [Productivity](https://yomu.fyi/topic/productivity)

- Source: [Notion](https://www.notion.com/en-gb/blog/how-leading-ai-companies-are-using-ai)
- Source URL: https://www.notion.com/en-gb/blog/how-leading-ai-companies-are-using-ai
- Ingested by Yomu: 2026-09-09T05:21:36.201Z

[Read original post](https://www.notion.com/en-gb/blog/how-leading-ai-companies-are-using-ai)