Develop methods you can carry into QC.

Configure and run analytical protocols with Neil, Seal’s AI agent. Compare studies, investigate method performance and carry the selected method into validation and QC, with its source results and versions intact.

Configure your method workflow
Illustration of a seal following a sample vial to an analytical instrument and its result.

Summary

The problem
Method development knowledge is scattered: unsuccessful conditions go unrecorded, results lose the processing settings and lots that produced them, and a receiving laboratory inherits a final instruction without the reasons behind it.
Seal’s approach
Each run keeps the protocol version, method version, preparations and instrument references it used, recorded with the study as the work happens. The same records carry the method through validation readiness and transfer to QC.
Neil
Seal’s AI agent configures the protocol from your method, compares studies and drafts the robustness assessment and readiness review, with each statement linked to its records. Scientists decide what the results support. About Neil.
What changes
A failing robustness condition stays in the record and becomes a stated follow-up question. Validation readiness and transfer start from the development evidence with the gaps visible.
What it covers
Intended use, development studies, forced degradation, robustness, validation readiness and transfer, with reference standards, instrument data and the method lifecycle. All capabilities.
Where to start
One method version, its intended use, the available study records and the decision ahead, in a 48-hour evaluation. Book a demo.

Documents keep the final method. Seal keeps the evidence behind it.

Analytical development usually runs across a page-based ELN, a chromatography data system and documents, and QC re-enters the final method in its LIMS. Seal keeps the protocol, studies, instrument references and decisions connected from development through validation and transfer.

A page-based ELN and documentsSeal
ProtocolA template copied into each pageA versioned protocol for every run
ConditionsTyped into proseFields, units and calculations
Failed conditionsLeft out of the final reportKept, with the follow-up question
Instrument dataExports pasted or attachedLinked with its processing version
ValidationA new set of documentsLinked to the method version
Transfer to QCThe method re-entered in a LIMSThe same method, with its evidence
AIA chat answer to copy elsewhereA draft review with its sources
Getting startedA replacement projectA 48-hour evaluation on one method

Method development knowledge is easy to lose between systems. Unsuccessful conditions go unrecorded, results lose the processing settings and lots that produced them, and the procedure is written up after the work is done. QC then re-enters that procedure in a separate LIMS, and the receiving laboratory inherits a final instruction without the reasons behind it.

ICH Q14 asks for knowledge about an analytical procedure to be actively managed throughout the product lifecycle, and allows data from development studies, such as robustness results from a designed experiment, to form part of the validation data.¹ That only works when the development record is complete and can be found again. In Seal, each study runs against a versioned protocol and keeps the method version, preparations, instrument references and results it used, including the conditions that failed. Compare sample preparation, separation and detection choices with the original results, and keep the reasoning behind each next version with them.

Development, validation and routine testing use the same platform. A protocol from development can become the proposed controlled method with its supporting studies still linked, and the QC laboratory records each routine result against the version it used. Neil, Seal’s AI agent, works across those records: it compares studies, drafts a robustness assessment and lists what validation still needs, with each statement traced to its source. You can start with one method, alongside the ELN, chromatography data system and LIMS you already run.

Run each study against a versioned protocol.

Configure preparation steps, sample links, calculations and review in the protocol. Each study runs against a protocol version, with its observations and instrument results in the same record.

Protocols › Method robustness
v03
  1. Prepare and identify the sample
  2. Record pH, temperature and sequence
  3. Calculate resolution and review the result
Studies › AD-041-09
review pendingv03
Buffer pH
7.2
Column temperature
35°C
Critical-pair resolution
1.2

Resolution below study criterion

Method development usually leaves its evidence in several places: preparation notes, sequence files, processing settings and a final procedure written afterwards. In Seal the study record is made as the work happens. The protocol defines the preparation steps, required inputs, sample links, calculations and review; each run keeps its own values, observations, evidence and history. The development evidence stays with the method into validation and routine use, and a later review starts from what was done rather than from a reconstruction of it.

Describe the method and Neil proposes the protocol: its steps, fields, calculations and review. Your team tests the workflow with representative runs and defines the review and approval requirements for its intended use, then reuses the protocol for every study that follows. The structure fits the technique: chromatographic, electrophoretic, spectroscopic and biological assays each record their own preparations, responses and review requirements.

A later protocol revision does not rewrite earlier runs. Each study keeps the version it followed, so a comparison across studies shows where the method itself changed. The electronic lab notebook describes protocols, calculations and experiment records in more detail.

Test the proposed range at its edges.

In this fictional HPLC robustness study, eight of nine conditions meet the resolution criterion. The ninth, at pH 7.2 and 35°C, does not, and it stays in the record.

Studies › AD-041
review pending

Critical-pair resolution, criterion ≥ 1.5

Resolution at each buffer pH and column temperature. One observation per condition. 1 condition is below the study criterion.
pH 6.8pH 7.0pH 7.2
25°C2.01.91.7
30°C1.91.81.5
35°C1.71.51.2 (AD-041-09, below the study criterion)

Does the proposed operating range hold up?

Neil

  • Eight of nine conditions meet the criterion.
  • AD-041-09, at pH 7.2 and 35°C, gives 1.2.
  • The nominal pH 7.0 and 30°C gives 1.8.
  • Single observations do not establish an operable region.

Investigate the edge before validation.

The fictional study AD-041 varies buffer pH (6.8, 7.0 and 7.2) and column temperature (25, 30 and 35°C) around a nominal condition of pH 7.0 and 30°C, and measures critical-pair resolution against a study criterion of at least 1.5. There is one observation per condition, recorded as AD-041-01 to AD-041-09, with the same sample preparation, column lot and processing method. No replicate variability or full validation dataset is supplied.

ICH Q14 describes robustness as a procedure’s capacity to meet its expected performance criteria during normal use, tested by deliberate variation of its parameters. For most procedures it is evaluated during development and need not be repeated in validation, and its outcome should be documented and reflected in the analytical procedure control strategy.²

Eight passing results do not make a range. Each is a single observation, and the conditions between the tested points are untested. ICH Q14 describes a method operable design region as combined parameter ranges within which the procedure is shown to be fit for its intended purpose.² These nine observations do not show that; they show where to look next.

That makes the failing condition the most useful result in the study. A summary report tends to leave it out. In Seal, AD-041-09 remains a record with its own preparation, sequence and processing context, and the next study starts from it.

Neil drafts the assessment. Scientists decide.

Ask Neil to write the review and propose what to test next. The draft keeps the failing condition, separates what the study shows from what remains open and links each statement to the study records.

Assessments › AM-041 robustness
draft

Write the review. What should we test next?

Neil

  • Investigate the edge; do not approve the range yet.
  • AD-041-09 kept: 1.2 at pH 7.2 and 35°C.
  • Open: repeatability and the untested conditions.
  • Proposed: a confirmation study at the edge.
  • Evidence (met)AD-041-01 to 09, linked
  • Range (not met)For the scientists
  • Follow-up study (not met)For approval
Neil preparesYour team decides
ProtocolThe configuration from your methodWhether it matches the method
ComparisonConditions, results and sourcesWhat the results support
RobustnessA draft with the failing conditionWhether the range is approved
ReadinessGaps against the target profileWhether validation can start
Follow-upA proposed study designRun order, replication, approval
TransferThe method and its open workStrategy and acceptance

Neil’s draft for AM-041 recommends investigating the edge before approving the range. Eight conditions meet the selected resolution criterion and one does not, which suggests sensitivity to the tested pH and temperature settings. Repeatability, other performance characteristics and the conditions between the tested points remain open.

The proposed follow-up has four steps. Review the original sequence, integrations, sample preparation and instrument conditions for AD-041-09, retaining the original result and any reprocessing history. Propose independent preparations at the nominal and failing conditions, with run order and replication justified in the study plan. Assess additional conditions near the observed loss of separation, with the relevant column lots and sample matrices in the risk assessment. Then reassess the proposed parameter controls against the intended use and the remaining performance requirements, and submit any revised range for scientific review.

Keeping the original result matters. FDA expects each result from reprocessed chromatography to be retained for review, not only the final one.³ Neil keeps its findings tied to the supplied records and distinguishes observations from hypotheses. It does not decide that a result is invalid, that a range is acceptable or that a method is ready.

Neil works within the permissions of the person asking, and customer data is not used to train AI models. In line with the EU’s draft GMP Annex 22 on AI, Neil is not used in GMP execution. It helps set up configuration, which your team verifies and releases under change control. See how Neil fits Annex 22 and more about Neil.

Know what is ready for validation.

Bring robustness, precision, accuracy and other applicable evidence into one gap review against the target profile. Missing work stays visible against your team’s agreed criteria.

Methods › AM-041 › Readiness
openv03
  • Intended use (met)Target profile recorded
  • Specificity (met)Forced degradation linked
  • Robustness (not met)One condition below criterion
  • Precision (not met)Repeatability not yet studied
  • Validation protocol (not met)Waits on the gaps above

Start with what the method must measure. An analytical target profile describes the procedure’s intended purpose, the product attributes it measures and the performance characteristics it needs, with their criteria; ICH Q14 treats it as the basis for development and for the validation criteria, and keeps it through the lifecycle.⁴ In Seal the target profile is a record linked to the product, matrix, reportable result and performance needed, and each development study states the question it answers.

Validation then tests the method against those criteria. ICH Q2(R2) asks for a validation protocol before the study, stating the intended purpose, the performance characteristics to be validated and their criteria, with a justification wherever development data or other prior knowledge is used. For an assay or a quantitative impurity test, the typical characteristics are specificity, range, accuracy and precision.⁵ A stability-indicating method also needs samples that contain the relevant degradation products, such as stressed samples from forced degradation studies.⁶

The readiness review gathers that evidence before the protocol is written: the target profile, the method definition and its control strategy, robustness and selectivity results, reference standards, calculations, sample stability and data integrity, with each unresolved gap visible. ICH Q14 expects the analytical procedure control strategy, including its system suitability test, to be defined before validation and confirmed after it.⁷

Your team defines the applicable performance characteristics, criteria and validation work. A robustness plot or a generated report does not establish validation by itself, and Neil’s gap review is a list of what is missing, not an approval. Validation studies are then linked to the method version they cover, so the evidence traces to what was actually validated.

A method another lab can understand.

A receiving laboratory needs the reasons behind a method as well as its instructions. The method keeps its study evidence, instructions and outstanding work together, so what the team learned travels with the procedure.

Methods › AM-041
in developmentv03

Carried with the method

Study evidence
AD-041, edge kept
Preparation
Standards and lots
Acquisition
Column and sequence
Processing
Version, calculations
Review
Suitability criteria

Open for the receiving lab

  • Procedure (not met)Controls to establish
  • Performance (not met)Evidence to review
  • Transfer decision (not met)After agreed work

The instructions are only part of the method. Carry the preparation details, standards, processing settings and known sensitivities into transfer: the samples, standards, lots, quantities, dilutions and preparation times; the instrument, column, sequence position and acquisition method; the original data, processing version, calculations and any reprocessing rationale; and the suitability outcomes, deviations, agreed criteria and scientific assessment. ICH Q14 sets the standard for the written procedure: enough detail for a skilled analyst to perform the analysis and interpret the results.⁷

Moving the method to QC does not complete a transfer. ICH Q2(R2) expects a transfer to another laboratory to include partial or full revalidation or a comparative analysis of representative samples, or a justification for doing neither; co-validation across sites can also meet it.⁸ EU GMP sets out the steps: a documented gap analysis of the original validation, a transfer protocol covering the methods, training, standards and samples and the acceptance criteria, investigation of any deviation, and a report of the comparative outcome.⁹ In the United States, the suitability of every testing method must be verified under actual conditions of use.¹⁰

In Seal the transfer is its own work, linked to the method version: the strategy and criteria, the receiving lab’s equipment, people and materials, the supporting studies and the receiving team’s review. Compare receiving-lab results before concluding the method is suitable there; a development package does not approve the method or complete a transfer. A compendial method is verified rather than transferred: link the USP, Ph. Eur. or JP method to the site’s verification and assess the impact when the compendium changes. The method lifecycle and technology transfer pages follow that work further, and the QC laboratory page follows the method into routine testing.

The result is only part of the evidence.

A reported value means little without the sequence, processing version, sample and standard lot behind it. Seal links each result to them and leaves the original data in its source system.

Where the data livesWhat the method usesConnections include
ChromatographyInjections and processing versionsWaters Empower, Agilent OpenLab
ElectrophoresisElectropherograms and resultsSCIEX PA 800 Plus, Maurice
Spectroscopy and MSSpectra and processed resultsNanoDrop One, MassLynx
BioassaysPlate reads and potency resultsSoftMax Pro, Gen5
LIMSSamples, lots and reviewed resultsLabWare, LabVantage

Bring instrument exports and reviewed results together with the method, samples and standards, and keep the original acquisition and processing context in its source system, linked from the record. In a chromatography data system such as Empower or Chromeleon, acquisition, processing and reporting are separate stages, and a raw-channel export is not a result report. Map each value with its injection, channel and result identities and its processing revision, and keep a reprocessed result as a separate revision rather than letting it replace the one that was reviewed.

That is what a laboratory record has to show: complete data from each test, including graphs, charts and spectra, properly identified,¹⁰ and for a chromatographic run an audit trail with the integration parameters and any reprocessing, with its justification.³ An imported result alone does not replace the underlying data or its review.

The same connected records apply from early assay development to the receiving laboratory, and to chromatographic, electrophoretic, spectroscopic and biological assays alike. Scientific data management covers instrument files and Seal IoT capture, and reference standards covers the lots, qualification and use records that methods depend on. Each connection is scoped before it goes live: which records Seal may read and in which direction data moves. See all integrations.

Begin with one method and the decision ahead.

Choose a decision that is hard to make today: whether a proposed range holds, what validation still needs or whether QC can take the method on. Bring the method version, its intended use, a study or sequence export and the relevant sample and standard records. We can arrange an NDA before you share confidential records.

Together, configure the protocol, calculations and review, then test a normal run, a failing condition and a changed protocol. Use Neil to compare the results and draft the review. The 48-hour evaluation turns that one workflow into a working process with a validation pack to inspect. Production timing then depends on scope, interfaces, migration and your release requirements, and existing systems can continue serving the work outside that scope.

References

  1. 1ICH, Q14 Analytical Procedure Development (adopted 1 November 2023), section 2 (development data used as validation data) and section 4.1 (knowledge management). ICH
  2. 2ICH Q14, section 5.1 (robustness) and section 5.2 (analytical procedure parameter ranges, including the method operable design region). ICH
  3. 3U.S. Food and Drug Administration, Data Integrity and Compliance With Drug CGMP: Questions and Answers, guidance for industry (December 2018), questions 1.c (audit trail) and 14 (reprocessed chromatography). FDA
  4. 4ICH Q14, section 3, Analytical Target Profile. ICH
  5. 5ICH, Q2(R2) Validation of Analytical Procedures (adopted 1 November 2023), section 2.1 and Table 1. ICH
  6. 6ICH Q2(R2), section 2.4, Demonstration of Stability-Indicating Properties. ICH
  7. 7ICH Q14, section 6, Analytical Procedure Control Strategy. ICH
  8. 8ICH Q2(R2), section 2.2, Validation During the Lifecycle of an Analytical Procedure. ICH
  9. 9EudraLex Volume 4, Chapter 6, Quality Control (2014), paragraphs 6.37 to 6.40, technical transfer of testing methods. European Commission
  10. 1021 CFR 211.194(a)(2) and (a)(4), Laboratory records. eCFR

ACapabilities

CapabilityWhat it covers
Structured method developmentIterate flexibly while each parameter change, condition and result is recorded, including conditions that failed.
Linked validationValidation studies linked to the method version they cover, so evidence traces to what was actually validated.
Method transfer evidenceCarry the method definition, development rationale and receiving-lab evidence into a reviewed transfer.
Forced degradation studiesStress conditions, degradants, mass balance and peak purity linked to the method they support.
Reference standard managementLink standard lots, qualification evidence and use records to the methods and studies that depend on them.
Method versioningEach result links to the method version that produced it, and each revision keeps its reason and history.
Compendial method supportLink USP, Ph. Eur. and JP methods to site-specific verification, and assess the impact of compendial updates.
Instrument integrationConnect instrument exports and source records. Scope API access and transfer direction for the systems in use.
Analytical data integrityKeep source references, processing versions and review history with development evidence. Define applicable controls for the intended use.
Method lifecycle dashboardFollow each method from early development through validation, transfer and routine use, with its status, version history and upcoming reviews.

BConnected records

Entity
What it records
Kind
Analytical Method
The procedure that measures a quality attribute, developed flexibly and then fixed and validated for QC use.
type
Stability-Indicating Method
Method shown to detect degradation, with forced degradation studies linked to its parameters.
template
Chromatographic Method
Separation, column, mobile phase, gradient, flow, temperature, detection, integration, suitability and calculation definition.
template
AM-041 / v03
HPLC assay and impurity method in development, with its proposed parameter ranges, processing and suitability.
instance
Method Parameter
Column, mobile phase, flow rate or detection setting, recorded during development with the approved range that routine testing uses.
type
Method Validation
Evidence that the method is fit for its intended use, such as specificity, linearity, accuracy and precision, linked to the method version validated.
type
Method Transfer
Development to QC: transfer strategy, receiving-site differences, supporting studies and review.
type
Analytical Target Profile
Intended purpose, reportable attributes, product and matrix, range, performance needs, risks, lifecycle stage and approval.
type
Method Experiment
Purpose, factors, levels, run order, samples, instruments, materials, observations, raw data, results and conclusion.
type
Forced Degradation Study
Stress conditions, controls, timepoints, mass balance, degradants, peak purity, pathway, selectivity and conclusion.
template
Method Robustness DoE
Risk-selected factors, ranges, design, responses, models, interactions, edges, failure modes and control-region conclusion.
template
AD-041
Buffer pH and column temperature study: eight of nine conditions meet the resolution criterion.
instance
Development Sample
Material, batch, matrix, preparation, treatment, concentration, storage, chain of custody and use.
type
Analytical Raw Data
Instrument files, sequence, injections, spectra or chromatograms, processing method, audit trail, review and retained source.
type
Method Knowledge Claim
Evidence-backed conclusion about selectivity, sensitivity, factor effect, failure mode, range, interaction or operable region.
type
Analytical Control Strategy
Controlled sample, preparation, instrument, parameter, suitability, calculation, standard, acceptance and exception rules.
type
Validation Readiness Decision
Evidence gate covering intended use, method definition, risks, performance, robustness, standards, calculations, data and unresolved gaps.
type
READY-041
Readiness review for AM-041 v03, with the robustness edge and repeatability still open.
instance
Method Performance Signal
System suitability, precision, recovery, resolution, bias, invalid rate, OOS attribution, trend, threshold, assessment and action.
type

CQuestions and answers

Can we configure and execute protocols in Seal?

Yes. Configure reusable protocols with instructions, fields, calculations, linked samples and review steps. Each execution retains the version used, recorded values, observations and results. Neil can help prepare the configuration and analyse the resulting evidence; your team tests the workflow and defines the review and approval requirements for its intended use.

Is this only for chromatography?

No. Analytical development (AD) can cover chromatographic, electrophoretic, spectroscopic and biological assays. The records, responses and review requirements should reflect the technique and intended use. The worked example on this page is a fictional HPLC robustness study, not a template for every method.

Can we use our existing instrument systems?

Start with instrument exports, method versions, sample records and reviewed results. API connections can be scoped around the systems and permitted records you need. Keep original acquisition and processing records in their source system; an imported result alone does not replace the underlying data or its review.

How does this support ICH Q14 and Q2(R2)?

Connect the intended purpose, development knowledge, risk assessment, method controls and supporting studies. ICH Q14 addresses analytical procedure development; Q2(R2) addresses validation. Your team defines the applicable performance characteristics, criteria and validation work. A robustness plot or generated report does not establish validation by itself.

Does moving the method to QC complete a transfer?

No. Carry the method version, sample preparation, processing settings, reference standards and development rationale into the transfer work. Record receiving-site differences and execute the agreed transfer strategy. The receiving team reviews the evidence before routine use.

What can Neil prepare for review?

Ask for a comparison of studies, a draft robustness assessment, a gap review against your target profile or a proposed follow-up study. Keep findings tied to the supplied records and distinguish observations from hypotheses. Scientists decide which conclusions, studies and method changes to approve.

What should we bring first?

One method version, its intended use, a study or sequence export, the relevant sample and standard records, and the question you need to resolve. Agree access and source scope before connecting additional systems.

Put your method into practice.

Bring a protocol and a representative study. Configure the steps, calculations and records, test the workflow with your team, then use Neil to learn from the results.

Book a demo