Research runs with evidence built in.
Traces records the search, fetch, extraction, scoring, and packaging path so every result can be inspected after the agent or operator is done.
Every step is a durable event.
A run is not a black-box answer. Each stage records inputs, outputs, status, duration, and the evidence it produced.
- ✓searchOneSearch query expansion
- ✓fetchparallel HTTP w/ SSRF guard
- ✓extractcontent + metadata
- ✓scoreconfidence per claim
- ✓packevidence pack assembled
Claims stay attached to their sources.
Evidence packs preserve citations, confidence, source metadata, and hashes so downstream agents can verify before acting.
Q3 revenue rose 14% YoY to $812M.
- ↳ 10-Q · Filed 2026-04-15 · p.4
- ↳ Press release · 2026-04-15
Cloud margin contracted ~120 bps on data-center buildout.
- ↳ Earnings call transcript · §“Margin outlook”
- ↳ 10-Q · Mgmt Discussion
Three planned regions slip from H2 to early next year.
- ↳ Investor day deck · slide 27
Freshness and drift become auditable alerts.
Monitors turn changed source data into a new run, a diff, and an alert that can be acknowledged from the dashboard or API.
Supplier NTH-Atlas pricing increased 7.2% on 2 SKUs vs last fetch.
evidence: pack_a31e · diff: 2 SKUs · run: run_4af1 · webhook: posted