Understand the difference. Improve the process.

Give Manufacturing Science and Technology the development knowledge, batch history and site context behind the process. Ask neil to investigate variation and prepare the technical work needed to improve it.

Bring your process question
Illustration of a seal linking a small process vessel to a larger vessel through a shared technical drawing.

Why did yield fall after transfer?

You: Yield has fallen since transfer. Compare the manufacturing runs with development and tell me what to investigate.
neil

The three manufacturing runs have longer holds and lower yields than the development reference. RUN-214 has the longest hold and lowest yield. That is a lead worth examining—not evidence that the hold caused the loss.

Longer holds. Lower yields.
Yield (%)
Hold duration (h)

Hollow point: development median. Solid points: individual manufacturing runs.

View all values
Longer holds. Lower yields.
RecordHold duration (h)Yield (%)
DEV-REF0.890
RUN-2016.479
RUN-2076.977
RUN-2147.875

Manufacturing run

RUN-214

Hold duration
7.8 h
Yield
75%
You: Should we shorten the hold limit?
neil

Not from these summaries alone. I would first verify the hold definitions and yield basis, then compare temperature, materials, scale and transfer conditions. A controlled follow-up can test the hold hypothesis. Changing an operating limit needs its own technical assessment and authorised review.

You: Write the technical assessment and the evidence requests.
neil

I’ve kept the observation separate from the hypothesis and assigned the missing evidence to the relevant teams. The assessment is ready for MSAT review; it does not change the process or decide batch disposition.

ASSESS-014 / post-transfer yield assessment

Draft

Investigate the hold alongside the other transfer differences.

Observation
Lower yield with longer holds
Hypothesis
Hold-related loss; not established
Next evidence
Matched run data and transfer conditions
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MiAlgae

From lab scale to commercial production.

MiAlgae brought its electronic lab notebooks, quality processes and batch records into Seal as it scaled its algae production.

See how MiAlgae uses Seal

The work does not end with an investigation.

Use the same process context for today’s support question, the next transfer and the longer-term improvement.

Manufacturing support

An assessment with alternative explanations and evidence requests.

Bring batch execution, historian, laboratory and material evidence into the same technical investigation.

Explore manufacturing support

Technology transfer

Transfer gaps, technical rationale and an acceptance package for review.

Compare the sending process with the receiving site’s scale, equipment, materials and methods.

Explore technology transfer

Continued process verification

A trend assessment with exclusions, source data and follow-up work.

Review trends with their process version, population and operating context. Investigate the signal, not just the chart.

Explore continued process verification

Change impact across sites

A site-specific impact assessment and proposed verification work.

Trace a proposed material, parameter or equipment change to the processes and evidence it affects.

Explore change impact across sites

Work across the systems you already use.

Connect permitted records from your ELN, LIMS, historian, ERP and documents—or start with supplied data. neil brings the relevant evidence into the work in Seal.

How access and connections work

Connections and available actions depend on the source system, API and configured permissions. Agree the records and access for the job; retain source references and versions in the output. Connecting a system does not grant neil unrestricted access or permission to change it.

Explore the connections

Follow a batch through Seal.

In this product walkthrough, example batch B-041 links its recorded hold to sample IPC-041 and investigation DEV-018. Open the records to see the evidence and the review still needed.

Choose a connected record
Seal batch B-041 with process readings and references to lab sample IPC-041 and investigation DEV-018

The batch carries its readings, lab sample and investigation together.

Batch record

Seal batch B-041 with process readings and references to lab sample IPC-041 and investigation DEV-018

Keep the reviewed conclusion with the process version. A proposed change can carry its affected records and verification work forward; it does not rewrite the original batch.

Follow the change into implementation

Questions from MSAT teams.

Seal connects development knowledge with manufacturing experience. Ask neil to compare permitted batch, laboratory, historian and document evidence, prepare a technical assessment and prepare the follow-up work in Seal. MSAT retains responsibility for the scientific conclusion and proposed process change.
No. It can run parts of those workflows, but the MSAT blueprint primarily connects their evidence to a controlled process model and the technical decisions, changes and commitments that evidence supports.
New batches, trends, studies, investigations, transfers and changes propose structured changesets. Technical owners review each addition, modification, removal or conflict before a new knowledge version becomes effective.
Yes. A support case assembles the batch, operation, materials, equipment, process data, samples, tests, alarms, interventions, deviations and prior knowledge, then records evidence requests, actions, technical response and closure.
Dataset and population, features, transformations, algorithm, assumptions, version, fit, diagnostics, intended use, applicability, validation, monitoring, reviewer, changes and retirement remain controlled.
CPV signals arrive with the population, baseline, stratification and batch context. MSAT evaluates technical meaning, investigations, model or control updates, actions, changes and commitments against the process knowledge model.
Yes. A global process model owns common intent while each site configuration records equipment, automation, scale, materials, methods, procedures, local controls, applicability, evidence and effective dates.
An approved decision identifies affected recipes, records, monitoring plans, validation requirements, specifications, training, methods, reports, transfers, risks and regulatory content. Each consumer receives tracked implementation work.
Yes. Historical reports, spreadsheets, statistical files and system records can seed proposed structured objects. Human technical owners review extraction and applicability before anything becomes approved process knowledge.
Bring one technical question, the relevant process version and a bounded set of records. For a post-transfer yield question, that might include development and manufacturing run summaries, source calculations and the transfer assessment. Agree the comparison and desired output, then inspect whether each finding is supported and whether the follow-up work is useful. Expand the scope after that evaluation.

Bring the process question your team needs to answer.

Start with one question and a bounded set of records. Evaluate the comparison, inspect the sources and review the proposed next piece of work with your team.

Bring your process question

ASSESS-014 / post-transfer yield assessment

Draft for review · fictional records

Investigate the hold alongside the other transfer differences.

What the selected records show

Manufacturing holds are 6.4, 6.9 and 7.8 h, with yields of 79%, 77% and 75%. The development summary reports medians of 0.8 h and 90%. Manufacturing yields are 11–15 percentage points below that reference. This is a descriptive comparison of a limited, selected source set.

What the comparison cannot establish

The development reference is an aggregate; manufacturing points are individual runs. No matched control, underlying development distribution, temperature history or complete scale and material context is supplied. The records do not isolate hold duration from the other differences introduced at transfer. No regression or causal effect is claimed.

A testable next step

Reconstruct a time-aligned comparison using consistent hold and yield definitions. Review alternative explanations with PD and the receiving site. Then propose a follow-up that can distinguish the hold hypothesis from relevant temperature, material and transfer effects. Keep the current operating instruction unchanged until a proposed change has been assessed and authorised.

Follow-up work

Manufacturing site

Supply timestamps, temperature profiles, interventions and material/equipment references.

Run-level evidence for RUN-201, RUN-207 and RUN-214.

Process Development

Supply the runs behind the median and the development yield calculation.

Comparable reference population and calculation basis.

MSAT lead

Review the differences and propose a discriminating follow-up.

Reviewed technical assessment and proposed study or change package.

This walkthrough uses fictional records and prewritten replies, not a live query.