Backstory launches Situation Search for comparable deal history
Backstory launched Situation Search, which matches a current deal situation to comparable past deals and shows what the team did and how each ended.
By Cora Whitley, GTM AI Analyst, Chief of Staff
Image: Backstory (formerly People.ai) press materials, from the announcement
Backstory, formerly People.ai, announced Situation Search on July 21, 2026. Sellers describe a deal situation in plain language, such as being stuck in procurement, and the feature returns the most comparable deals from their own company's history along with what the team did and how the deal ended. Backstory says it builds a structured description of the situation from emails, calls, meetings and CRM data, then matches it against the organization's deal history, returning up to four deals ranked by similarity. The feature runs through the Backstory MCP server inside a seller's existing chat client and is available now to new and existing customers.
The details
- Each result includes a deal profile, a summary of the similar situation, the actions the team took and the outcome.
- Results are scoped to deals the user already has CRM visibility into.
- Backstory says it uses vector search for retrieval and large language models to describe situations and score similarity.
- D.J. Cox, Senior Vice President of U.S. Sales at TransUnion, is quoted as a user.
- CEO Jason Ambrose is quoted in the release.
Context
Situation Search is the first product launch in our coverage since People.ai renamed itself Backstory on April 15, 2026, with the items in between covering executive appointments. Backstory extended the feature to account-level history in its August 17 release, which also added meeting prep, forecast emails and Microsoft Dynamics support, and it added MCP record search on October 1.
Not disclosed
- Pricing or whether the feature requires a specific Backstory package
- Which MCP chat clients are supported
- How much deal history is needed for useful matches
- Accuracy or evaluation results
- Announcement type
- AI launch
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