Results at a glance
100%
answers with inline citations
Measured against the baseline agreed at kickoff.
−54%
time spent on first-draft research
Measured against the baseline agreed at kickoff.
3
evaluation suites in CI
Measured against the baseline agreed at kickoff.
01
The challenge
Parallel’s analysts were curious about AI but burned by tools that sounded confident and were quietly wrong. Adoption hinged on trust, not speed.
02
Our approach
We designed interface patterns that make sources and uncertainty visible, and built an evaluation harness that runs on every change before it reaches users.
03
The outcome
Analysts now use the assistant for first-draft research on most new briefs, and every answer can be traced to a document in seconds.

Most AI demos look magical and fall apart in week two. Redline built the evaluation harness before the interface — that’s why ours held up.
Ines Moreau
Head of Product, Parallel

