Features

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.

Run pipeline

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.

run / inv-04f3 …100%
  1. search
    OneSearch query expansion
  2. fetch
    parallel HTTP w/ SSRF guard
  3. extract
    content + metadata
  4. score
    confidence per claim
  5. pack
    evidence pack assembled
every step recorded · idempotency_key sealed · webhook on completion
Evidence packs

Claims stay attached to their sources.

Evidence packs preserve citations, confidence, source metadata, and hashes so downstream agents can verify before acting.

evidence pack · v1
3 claims · 5 citations

Q3 revenue rose 14% YoY to $812M.

conf 0.92
  • 10-Q · Filed 2026-04-15 · p.4
  • Press release · 2026-04-15

Cloud margin contracted ~120 bps on data-center buildout.

conf 0.81
  • Earnings call transcript · §“Margin outlook”
  • 10-Q · Mgmt Discussion

Three planned regions slip from H2 to early next year.

conf 0.64
  • Investor day deck · slide 27
every claim linked to a source · pack hash sha256:9f2c…b0a1 · exportable
Monitors

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.

monitor / supplier-pricing-drift
checks every 15m · diff threshold 5% · 4 sources
ack’d
alert · evidence-backed

Supplier NTH-Atlas pricing increased 7.2% on 2 SKUs vs last fetch.

evidence: pack_a31e · diff: 2 SKUs · run: run_4af1 · webhook: posted