Biotech & Pharma

Read-level QC, adapter trimming, contamination screens, and reproducible QC reporting.

Consistent callers, filters, and annotation sources so variant lists compare across runs.

In-silico screening of designed constructs: specificity scoring, off-target checks, and documentation gates — always paired with institutional biosafety approva

Aliquots, derivations, and storage positions recorded so any result traces to its origin.

Controlled protocol documents, change logs, and effective-date discipline for reproducibility and audits.

ALCOA+ principles applied daily: attributable, legible, contemporaneous, original, accurate.

Edit checks, discrepancy management, and lock discipline producing clean analyzable datasets.

Benchmark design, discordance investigation, and acceptance thresholds bridging silico and bench.

QC-passed, versioned, inspection-ready sequencing results with provenance.

Any result traces to origin sample through every derivation event.

Documentation, audit trails, and staff narratives inspection-day ready.

Validated pipelines with pre-registered acceptance thresholds surviving review.