# How Salesforce Built an Agentic Engineering Enablement Strategy for Thousands of Software Engineers

[Salesforce](https://yomu.fyi/company/salesforce) · Scott Nyberg · Jul 30, 2026

**Type:** Problem & solution

## Summary

Salesforce addressed the challenge of scaling agentic engineering across thousands of software developers by focusing on organizational learning rather than tooling. While individual engineers initially developed disparate, uncoordinated workflows, the Technology, People, Innovation, and Learning (TPIL) team unified these approaches into the Proficiency Level (PL) Framework. The framework maps developer growth across four mindset-driven stages: AI-Assisted, AI-Validating, AI-Orchestrating, and AI-Native. To facilitate progress across these stages, TPIL introduced global AI camps, weekly working sessions, and manager coaching guides. Rather than tracking course completions or telemetry scores, Salesforce measured transformation through behavioral indicators, such as shifts toward validating agent output, designing multi-agent workflows, and asking higher-level questions regarding human judgment.

## Context

At Salesforce, individual engineers across a large organization developed fragmented, local agentic workflows without a shared standard of quality, leading to inconsistent practices and difficulty compounding productivity gains across teams.

## Approach / What changed

Salesforce's TPIL team created the four-stage Proficiency Level (PL) Framework (AI-Assisted, AI-Validating, AI-Orchestrating, AI-Native) focusing on behavior and mindset over tooling, supported by global AI camps, weekly sessions, and manager coaching guides.

## Takeaways

- The four-stage Proficiency Level Framework covers AI-Assisted, AI-Validating, AI-Orchestrating, and AI-Native mindsets.
- Progress stalled around code validation because generating AI code proved easier than evaluating accuracy and interpreting requirements correctly.
- Adoption success was evaluated through behavior change and shifting question complexity rather than attendance, completion rates, or telemetry dashboards.

**Tags:** [Developer Experience](https://yomu.fyi/topic/developer-experience), [LLMs](https://yomu.fyi/topic/llm)

[Read original post](https://engineering.salesforce.com/how-salesforce-built-an-agentic-engineering-enablement-strategy-for-thousands-of-software-engineers)