Summary
- The problem
- A reported value such as 98.7% cannot support release by itself. The reviewer must establish the sample, preparation, method version, instrument acquisition, calculation, specification version and review behind it, often across separate systems and spreadsheets.
- Seal’s approach
- Incoming, in-process, environmental, stability and finished-product samples enter one controlled intake with their requirements attached. Instrument data keeps its source, results check against the applicable specification version, and the approved decision returns to the batch.
- What changes
- An OOS investigation opens with the analytical context already linked, stability pulls come from the approved protocol, and the CoA is rendered from the release dataset rather than retyped.
- Where to start
- One complete sample journey per sample type, exercised with deliberate failures such as an expired standard, failed suitability and an amended CoA. Book a demo.
A pharmaceutical QC laboratory controls more than samples and results. It controls the relationship between the material, specification, method, analyst, instrument, raw data, calculation and review behind each result, and the manufacturing decision that follows.
Seal runs that relationship as one chain. Incoming, in-process, environmental, stability and finished-product samples enter with their source and requirements attached. Instrument data keeps its context, results are checked against the applicable specification, and approved decisions return to the batch without transcription.
1One result needs its whole context.
The value 98.7% cannot support a release decision by itself. A reviewer needs the sample and preparation that produced it, the method version, instrument and acquisition, the standard and its potency factor, the calculation, the specification version and who performed and reviewed the work. They also need to know whether anything was reprocessed or changed.
FDA’s data-integrity guidance expects complete, consistent and accurate data, with the metadata needed to reconstruct the activity.¹ In Seal the laboratory record is not a typed summary of the instrument record. It references the source, preserves each transformation and exposes the review trail from acquisition to disposition.
1.1Why teams choose Seal for QC
Samples, methods, results and batches share an ontology across QC, manufacturing and quality in Seal. Your team can ask Neil to build a method workflow, compare results or investigate an exception with its original context. Findings can become revised calculations, checks or review steps for testing and approval. Earlier results retain the method and specification used, while new work follows the released version. Laboratory improvements carry through to the operation that depends on them.
2Samples arrive ready to route.
Samples originate in different operations but enter one controlled intake:
- receiving creates incoming-material samples from the approved sampling plan;
- manufacturing steps create in-process and release samples with batch priority;
- environmental schedules create viable, surface, personnel and utility samples;
- stability protocols create pulls and test assignments at defined timepoints; and
- investigations create targeted samples with a stated rationale and disposition rules.
Each sample carries its material and batch identity, source, storage conditions, test panel, specification, due date and chain of custody. Accessioning confirms what physically arrived instead of asking an analyst to reconstruct why it exists. Work queues can reflect manufacturing need, hold times, stability windows, instrument availability and analyst qualification, so priority is recorded state rather than a coloured cell in a planning spreadsheet.
Receive
Sample S-041-12
Identity, origin and chain of custody
Assign the test plan and specification version.
Test
Method AM-014 v03
Analyst, instrument and source output
Record execution against the approved method.
Evaluate
Specification SP-041 v04
Result, units and acceptance criteria
Flag exceptions and link any investigation.
Review
Batch B-041
Test evidence and outstanding decisions
Authorised reviewers assess the complete record.
Sample evidence stays with the batch. Disposition follows the required reviews and approvals—not a passing result alone.
3Specifications and methods are executable controls.
A specification should determine behaviour, not sit beside the result as a PDF. Seal holds tests, acceptance criteria, calculations, units, rounding and effective versions as approved data. When a sample is created, the applicable specification resolves from the material, stage, market, method and effective date. The analyst sees the tests to perform, and a result outside limits is flagged for assessment rather than passing silently through review.
Historical samples keep the specification applied when the work was performed. A proposed change identifies the affected products, methods, worksheets, stability protocols and future samples before approval.²
An approved method becomes a controlled execution pattern: preparations, standards, system suitability, sequence rules, calculations and signatures in the order the work requires. Configured checks can confirm analyst qualification and instrument state before work begins. Standards keep their lot, potency, expiry and storage; calculations use approved formulas and record their inputs; failed suitability follows the defined response. The system does not replace scientific judgement. It shows the reviewer where judgement was applied and what evidence supported it.
4The instrument output remains the original.
Instruments range from a balance to a chromatography data system or a file-producing analyser, and the principle is the same for each: people should not retype a machine-generated value. Seal captures data through an appropriate interface, file watcher, API or controlled import. The record keeps the instrument, acquisition time, source file, parser or mapping version and the extracted values. Where the authoritative raw data stays in a specialist data system, Seal keeps a secure reference to it for review rather than treating a copied number as the original record.
Instrument workstation
HPLC-07 / sequence 041
- Original acquisition and report
- Available method and sequence files
- Sample identifiers and acquisition times
Seal IoT
Installable capture agent
- File trigger on the approved export folder
- Run the configured upload script
- Upload using outbound HTTPS
Laboratory record
Sample S-041-12
- Original source file retained
- Reported values and units mapped
- Method and specification linked
- Evidence available for review
Verify the connection with real example files.
Check missing and duplicate files, sample matching, units and recovery after a failed transfer. A file arriving successfully does not establish that the acquisition is complete or its result is valid.
Manual entry remains for observations that are genuinely manual, with unit and range checks, attribution at the time of entry, a reason for any change, and review.
5Investigations open with the evidence attached.
An out-
Water content
0.22 percentage points above the limit
The original result stays in the record.
What supports this reported value?
Follow the result to its original acquisition and processing history. Keep the reported value alongside the evidence used to assess it.
- Original determination and calculation inputs
- Blank, drift and suitability evidence
- Relevant processing and audit-trail entries
“Bring together the source evidence for this result. What is missing from the review?”
A source-linked evidence brief, with gaps called out for the investigator.
Neil works within your access. Your team assesses the evidence and approves the decision.
The laboratory runs its approved initial assessment, hypothesis testing, retest or resample controls and any manufacturing investigation while original and additional data remain distinct.³ Every added result states why it exists and how it affects the conclusion. Out-of-trend and atypical results use the same connected history, so reviewers can investigate drift while results are still within specification.
6Stability and environmental monitoring run from their programmes.
A stability study connects the protocol, batch, packaging configuration, storage condition, chambers, pulls, tests and specifications. Seal generates the work from the approved protocol rather than from a calendar kept beside the LIMS.⁴ Chamber excursions identify the samples and exposure windows affected, missed or partial pulls remain visible, and results trend across timepoints and batches using the same methods and specifications as the rest of QC.
ST-2024-001ICH Q1A long-term, 25°C / 60% RH
- T=0, tested
- 3M, tested
- 6M, tested
- 9M, due next
- 12M, scheduled
- 18M, scheduled
- 24M, scheduled
9-month pull due in 12 days
Environmental monitoring follows the same pattern. The monitoring programme governs locations, frequencies, limits and trending; the laboratory governs receipt, media, incubation, enumeration, identification and review. The schedule creates laboratory samples, and microbiology returns reviewed results to the location and time window they describe, where organism identities and recurring recoveries inform facility trending and deviation assessment.
7Render the CoA from approved data.
A Certificate of Analysis presents approved data: product and lot identity, manufacturing or retest dates, tests, specifications, reported results, status and authorised approval. Seal generates it from the release dataset. Customer or market templates control presentation without creating a second copy of the result, and an amendment creates a new controlled version with its reason.
By hand
- Export the LIMS results to Excel.
- Copy the values into Word.
- Review the transcription.
- Print, sign, scan and file.
In Seal
- Generate the CoA from the approved results.
- E-sign and issue the PDF.
The disposition that makes the lot available can make its approved CoA available too, without a separate document queue after release.
8Stand up the lab around one complete sample journey.
A QC implementation should prove the full chain, not a list of screens. Select representative incoming, in-process, finished-product, environmental and stability samples, and configure their specifications, methods, instruments, calculations, review and downstream decisions.
Exercise failures deliberately: missing chain of custody, an expired standard, overdue calibration, failed suitability, an OOS result, a corrected entry, a chamber excursion and an amended CoA. The laboratory is ready when normal and exception work both produce complete, reviewable records without side spreadsheets.
References
- 1FDA, Data Integrity and Compliance With Drug CGMP: Questions and Answers, guidance for industry (2018): complete, consistent and accurate data should be attributable, legible, contemporaneously recorded, original or a true copy, and accurate (ALCOA). FDA
- 221 CFR 211.160, General requirements: laboratory specifications, sampling plans and test procedures, and any changes to them, must be approved by the quality control unit, followed and documented at the time of performance, with any deviation recorded and justified. eCFR
- 3FDA, Investigating Out-of-Specification (OOS) Test Results for Pharmaceutical Production, guidance for industry, Revision 1 (2022), sections III (Phase I laboratory investigation) and IV (Phase II full-scale OOS investigation). FDA
- 421 CFR 211.166, Stability testing: a written stability testing program must be followed, and its results used to determine storage conditions and expiration dates. eCFR
AOperating model
Included in this blueprint
- CoA generation
- Stability management
- Environmental monitoring
- OOS and quality integration
Connected across Seal
BCapabilities
| Capability | What it covers |
|---|---|
| CoA generation | Customer- and market-specific Certificates of Analysis rendered from approved specifications, results and disposition. |
| Stability management | Protocols, chambers, pulls, timepoints, testing, trends and excursions, with the study history retained for regulatory use. |
| Environmental monitoring | Monitoring plans and facility trends connected to microbiology execution and operational impact. |
| OOS and quality integration | OOS and OOT results, deviations, CAPA and change control open with the laboratory and manufacturing context attached. |
CConnected records
DQuestions and answers
What should pharmaceutical QC laboratory software manage?
It should manage samples and chain of custody, specifications, methods, analyst work, standards and reagents, and instrument state and data. It also covers calculations, review, OOS and OOT results, stability, environmental microbiology, CoAs and the disposition handoff to manufacturing and inventory.
Is this different from the QC LIMS blueprint?
Yes. The QC LIMS blueprint describes the core laboratory system. This blueprint describes the operating model for a whole QC department, adding scientific data, instruments, sample storage, environmental monitoring, stability, CoAs, equipment state, qualifications, quality events and batch release.
How does Seal capture data from laboratory instruments?
Connectivity is configured according to the instrument and authoritative source: direct API, file capture, controlled import, device integration or reference to a specialist data system. Seal records source identity, timestamps, instrument, mapping or parser version, extracted values and the relationship to raw data.
Can Seal integrate with chromatography data systems?
Yes. The integration boundary is defined with the site’s CDS and data-integrity architecture. Seal can receive approved sequence or result data and maintain traceable links to chromatograms, methods, audit trails and reprocessing evidence held in the authoritative chromatography system.
How are specification versions controlled?
Specifications have approved effective versions. Sample creation resolves the applicable version from product or material, stage, market and date. Historical samples retain the version used. Proposed changes identify affected methods, products, protocols and future work before approval.
What happens when a result is out of specification?
The result is flagged and the approved investigation workflow opens with the sample, method, instrument, sequence, standard, analyst, calculation, raw data, audit trail and specification attached. Retests or resamples need documented authorisation and stay distinct from the original data.
Can the laboratory manage stability and environmental monitoring in the same system?
Yes. Stability protocols and EM plans create controlled laboratory work while retaining their specialised programme context. Stability manages batches, storage conditions, pulls and trends. EM manages locations, frequencies, organisms and facility trends. Both reuse the laboratory’s methods, instruments, media, review and quality workflows.
How are Certificates of Analysis generated?
The approved product and customer or market template determines the presentation. Seal renders identity, lot information, tests, specifications, approved results, status and signatures directly from the release dataset. Amendments create traceable controlled versions rather than edited copies.
Can analyst qualification and instrument calibration block testing?
Yes. Method assignment and execution can be configured to require current analyst qualification and an instrument whose qualification, calibration, maintenance and use state are acceptable. An ineligible person or asset is then unavailable in the normal workflow.
How should a new QC lab be implemented?
Configure representative end-to-end sample journeys with their exception paths. Prove incoming, in-process, finished-product, environmental and stability work with real specifications, methods, instruments, calculations, review, OOS handling and downstream disposition, then extend through reusable approved patterns.
