Cited reasoning in SNAP: why every briefing answer points back to a source

When a rep walks into a vendor review with an AI-generated brief, the first question from a skeptical buyer is always the same: where did that number come from? SNAP's cited reasoning layer is built to answer that question before it's asked.

What cited reasoning actually does

Every claim SNAP surfaces — a customer story, a payback figure, an objection response — is bound to the underlying document, slide, or transcript it was extracted from. The citation isn't a footnote pasted in after generation. It's part of the retrieval path itself, which means an answer cannot appear in the briefing unless a grounded source exists for it.

Why it matters for high-stakes meetings

Ungrounded AI output is fine for brainstorming. It is not fine for a room with six buyers and a procurement lead. Cited reasoning gives the rep three things at once:

• Defensibility. If a buyer challenges a claim, the rep can open the source in one click.
• Reuse. The same cited fragment can flow into a follow-up email, a Plot video, or a proposal without re-verification.
• Auditability. Compliance and enablement teams can trace what was said, where it came from, and when it was last updated.

How it fits the rest of the stack

Cited reasoning sits on top of the enterprise knowledge graph and the capture layer that feeds it. Together they make grounded, source-tied generation the default behavior — not a setting you have to remember to turn on.

The result: a night-before briefing you can actually stand behind in the morning.