Prioritize better account research.
Begin with a defined competitive category and the companies you can serve. A new adoption or removal observation adds a prompt for investigation; it does not demonstrate purchase intent.
Check the source, business unit, and time window before moving an account into an outreach sequence. A company may be expanding rather than replacing its existing stack.

Understand where alternatives coexist.
A customer can use different vendors across teams, regions, or product lines. A competing vendor’s appearance may signal a new workflow rather than an enterprise-wide change.
Separating coexistence from replacement helps competitive teams avoid overstating wins and losses.

Bring evidence into the conversation.
The useful handoff is a short account narrative with an inspectable source: what changed, when it was seen, why it matters, and what is still unknown.
That context can inform discovery questions and competitive research. It should not be presented as access to private contract terms or purchasing decisions.
Explore the research.
Read our methodology and research notes, or create a free VendorCensus account.
Use the research library to evaluate vendor signals, and contact us to discuss your research questions.