voilr
Monitor high-value sources and get a brief on what changed.
voilr watches the sources you already depend on, flags material changes, and turns them into cited briefs, searchable answers, and shareable summaries.
Track the high-value sources you already read.
Rank each update against priorities and risks.
Generate cited summaries for high-signal changes.
Query the archive for prior context.
Send briefs to the people who need them.
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Sample brief artifact
Technical market intelligence watch
New benchmark, pricing shift, deployment risk, or customer thread crossed a watchlist.
Changes a prior assumption, risk, or near-term product decision.
Cited source link, score, summary, and matching archive context.
Whoever needs it — research, engineering, or product.
Secondary use cases
New inference and quantization results are scored for planning model infrastructure.
A practitioner thread exposes a deployment failure mode worth routing to engineering leadership.
A gated post is connected with related Substack, Medium, and publication coverage.
Browser-backed and private sources become summarized, searchable evidence.
A product discussion is distilled into recurring objections, requests, and urgency signals.
A launch thread connects market positioning with complaints from real users.