Use AI to improve a decision or remove a bottleneck. Measure customer and business outcomes, not generated output.
1. AI is entering the sales workflow
Salesforce's 2026 State of Sales research reports growing use and planned adoption of AI agents among surveyed salespeople. Treat this as a vendor-sponsored survey of its respondents, not proof that every sales organization has deployed effective automation.
Our interpretation: familiarity with AI-assisted research, preparation, and follow-up is increasingly useful. The strongest work still identifies where a person needs to review the output and whether it changes a meaningful result.
Source / Salesforce: State of Sales research (2026) (opens in a new tab)
2. Product behavior can inform commercial work
Bessemer's product-led sales examples describe using product-qualified leads to guide enterprise conversations. These are older operating examples, not a new 2026 invention. They remain a helpful lens for evaluating today's tooling.
Source / Bessemer: Enterprise sales in a product-led organization (2022) (opens in a new tab)
3. Automation makes judgment more visible
Role Atlas's recommendation: build workflows that preserve the evidence behind a recommendation. A company's public hiring page may suggest expansion, but it does not prove budget, purchase intent, or an urgent need for your product.
Separate observed facts from hypotheses. Keep humans responsible for outreach, honor opt-outs, and avoid collecting personal details that are unnecessary for the task. A useful account brief should be easier to verify than to rewrite.
What to show in a portfolio
Show the original bottleneck, the manual baseline, the new workflow, and the result. Useful measures might include research time, factual error rate, qualified conversations, or activation. Choose the measure that matches the intervention.
A large number of generated emails is an activity count. It says little about whether the right customers understood the product or found it useful. These are our evaluation suggestions, not survey findings.