assay-sdk v3.1.0 — batch_parse.js
Chemical Analytics Platform

From raw signal
to release decision
in one call.

Assay parses GC-MS, HPLC, and titration exports into dashboards QC chemists can act on — without opening Excel, without squinting at CSV headers, without a three-day LIMS implementation project.

< 2s
Parse time per run
99.8%
Spec compliance accuracy
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To reach demo
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Interactive Comparison

Your current workflow
vs. what it should be.

Select your current setup. The table updates with real benchmarks from 340 production deployments.

I currently use:
Metric
Current
Manual Excel
Assay
This Platform
Δ Delta
Time to report
minutes
[case]
47245x faster
Manual entry error rate
%
[case]
4.2%0.0%↑ Better
Instrument integrations
supported
087+87
Audit trail depth
level
None21 CFR Pt.11
Setup to first report
[case]
3 days15 min↑ Better
Cost per sample processed
USD
[case]
$1.40$0.08↑ Better
Input formats parsed
formats
161+60
REST API access
Included

Benchmarks from 340 production deployments · Updated Feb 2026

Production Deployments

Real labs. Real numbers.
Not marketing math.

Pharma QC · Batch Release
Meridian Biologics
QC chemist reviewing chromatography data on dual monitors in a pharmaceutical laboratory
//
"We were running 40–60 GC-MS batches a week. Every release decision required a chemist to manually transpose retention times into a spreadsheet, cross-check against the monograph, and sign off on a printout. Assay cut that loop from 47 minutes to under 2. The audit trail alone satisfied our next FDA inspection without a single 483 observation."

Dr. Priya Venkataraman

QC Operations Manager, Meridian Biologics

Time to release decision
47 min2 min
per batch
Manual entry errors
4.2%0.0%
rate
FDA 483 observations
30
last inspection
Environmental Monitoring · EPA Compliance
ClearPath Analytics
Environmental analyst reviewing water quality test results and compliance reports at a laboratory workstation
//
"EPA Method 8270 requires us to report 60+ semi-volatiles per sample. With our legacy LIMS, hitting a quarterly compliance deadline meant an all-hands data entry sprint. Now Assay ingests the raw ChemStation export, flags exceedances against the action levels automatically, and produces the DMR in the format our state agency accepts. We stopped missing deadlines the week we deployed."

Marcus Webb

Senior Environmental Analyst, ClearPath Analytics

Cost per sample
$0.92$0.08
Compliance deadlines missed
3/yr0/yr
Analytes auto-flagged
060+
per run
Free Sandbox · No Account Required

Load synthetic GC-MS data.
Make a release decision.
In under 3 minutes.

The sandbox ships with a pre-loaded ChemStation export from a simulated USP 467 residual solvents run — complete with three analytes, one exceedance, and a full audit trail. No configuration. No sign-up. Just data.

Sandbox dataset includes:
3 × GC-MS runs (ChemStation .D format)
1 × HPLC purity assay (Empower export)
60 analytes · USP 467 + EPA 8270 specs
Pre-built dashboard · 21 CFR Pt.11 trail
Run a Sample Dataset →
Talk to a Chemist, Not a Salesperson

Enterprise deployments · SOC 2 Type II · GxP validation packages available

SOC 2 Type II Certified21 CFR Part 11 CompliantISO 17025 Audit ReadyEPA Methods 8000 SeriesUSP <467> / <232> / <233>