XtroAI — AI Engineering Studio Healthcare · Legal · Enterprise Operations Two slots open — Q4 2026
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Competitor intelligence

Vyera AI

A multi-agent research workflow that turns fragmented competitor signals into briefs where every claim links back to the source it came from.

Live Sector — Competitor intelligence System — Multi-agent research workflow
Diagram: raw signals from scattered sources go through a collection agent into a synthesis draft, then a verification agent — verified claims make it into the cited brief, anything unverified is discarded. RAW SIGNALS COLLECTION AGENT SYNTHESIS DRAFT VERIFICATION AGENT BRIEF + CITATIONS CLAIM DISCARDED
Fig. 1A claim that can't be traced back to a source doesn't make it into the brief.

The problem

Vyera's team was manually piecing together competitor signals from scattered sources — pricing pages, release notes, hiring activity, social — into briefs that were often out of date by the time they were finished. The bottleneck wasn't finding information, it was synthesizing it fast enough to stay useful.

The approach

A multi-agent research workflow: separate agents handle collection, verification and synthesis, so a single unverified claim can't slip straight into a brief unchecked. Every statement in the output links back to the source it came from, so a reader can check the underlying evidence themselves.

What we evaluate

We measure this the way we measure any retrieval-heavy system: a set of known-answer questions with source ground truth, checked for both correctness and citation accuracy — not just whether the output reads well.

Status today

Live, producing source-linked competitor briefs on an ongoing basis.

Architecture and evaluation specifics beyond what's above are covered by the client's NDA. Get in touch if you'd like to talk through what's relevant to your own engagement.