Data source: Benchling · liveNeogene Stevenage · GxP
v0.1 prototype
MO
QC Cockpit

Release operations

AI release brain sitting on top of Benchling. Benchling owns ingestion, eBR & e-signature. This module turns reviewer hours into minutes.

Benchling historian · live
Active lots
3
1 awaiting review
On hold
1
needs deviation
Avg reviewer time
18m
↓ from 95m baseline
AI ↔ reviewer agreement
92%
last 30 days

Instrument analysis

Per-run deep dives on the assays that drive release — gated, dose-response & viability views.

raw runs from BenchlingAI interpretation
Identity & CAR+ gating
BD FACSLyric
FSC/SSC dot plot · CAR+ histogram
Potency kill curves
xCELLigence RTCA
Cell Index · E:T 1:1 / 5:1 / 10:1 over 24h
Viability across aliquots
NucleoCounter NC-200
Per-aliquot bars · diameter distribution

AI-prioritized review queue

Ranked by patient infusion window & verdict risk.

prioritized by AI
NGN-2026-0141On hold
CAR-T (BCMA) · r/r MM · Rockville (US) · patient PT-8839
Target release
30 Jun 2026 · 17:00 UTC
NGN-2026-0142Awaiting review
CAR-T (CD19) · r/r DLBCL · Stevenage (UK) · patient PT-8841
Target release
02 Jul 2026 · 17:00 UTC
NGN-2026-0143In process
TCR-T (NY-ESO-1) · Synovial sarcoma · Rockville (US) · patient PT-8847
Target release
06 Jul 2026 · 17:00 UTC

Where this module fits

Benchling owns instrument connectivity, electronic batch records, 21 CFR Part 11 e-signature, audit trail, user management & the data historian. QC Intelligence is the AI layer on top: cross-assay release verdict, anomaly explanation in plain English, reviewer copilot, and an AI-rationale ledger complementary to Benchling's audit trail.

Architecture