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Apprentice runs the batch. Seal runs the batch and everything around it.

Seal, the GxP execution system, is your eBR, your QMS and more. Neil, your AI agent, does the paperwork across your systems. You sign. Skye Biologics increased throughput by 35%. Start with one process beside Apprentice.

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Where Apprentice falls short.

From Apprentice’s own pages.

  • Apprentice, live
    90 days
    Six sites
    Nine months
    Seal, a first process
    48 hours

    Months to go live.

    Apprentice says “Go live in 90 days” and “Roll out six sites in nine months”. Seal has a first process working for you to evaluate within 48 hours, once the scope is agreed and the inputs received.

    Apprentice, Manufacturing Execution System
  • The batch
    Apprentice MES
    Deviations and CAPA
    Your QMS
    Between them
    Integration

    No quality system of its own.

    Apprentice’s product list names no QMS, and deviations and CAPA run through its integration with yours. In Seal, the deviation, its CAPA and the batch are one set of records.

    Apprentice, Manufacturing Execution System
  • At its centre
    The recipe
    Reused as
    Parameterised templates
    In Seal
    A new process version

    Built around the recipe.

    Apprentice’s MES runs on “dynamic, parameterized templates”, with parameter groups running several products from one template. In Seal, a lasting change is a new process version, released with its tests.

    Apprentice, Manufacturing Execution System
  • Industries it lists
    15
    Among them
    Automotive, apparel
    Seal
    GxP work

    Life sciences is one of 15 industries.

    Apprentice lists life sciences among 15 industries, beside automotive, semiconductors, apparel and aerospace. Seal is built for GxP work: devices, diagnostics, drugs and biologics.

    Apprentice, Who We Are
  • Its agents
    Start runs
    Then
    Take actions, log results
    Neil
    Drafts the change
    Your team
    Approves it

    Its agents start runs. Neil does the paperwork.

    Apprentice says its agents “Start runs, take actions, and log results autonomously”. Neil is not used in GMP execution: it prepares the change itself and the paperwork around it, for your team to approve.

    Apprentice, Agentic AI

See it in Seal.

Real Seal screens with fictional test data: one late transfer, from the batch record to the fix, then Neil’s overnight release review.

  1. 1

    Each value at the step it belongs to.

    Batch B-041’s readings are recorded as the work happens, with its sample and its deviation linked to the record.

    Batch record B-041, post-mix hold and transfer, in Seal: the instruction to transfer within 45 minutes of completing the mix, process readings at 10:12, 10:42 and 11:04 with temperature and pH, and the linked lab sample IPC-041 and investigation DEV-018.
    1. The step’s limitTransfer within 45 minutes of completing the mix.
    2. Recorded as it happensMix complete at 10:12, transfer at 11:04: 52 minutes.
    3. The deviation, linkedDEV-018 sits on the batch record it concerns.
  2. 2

    The deviation starts with its evidence.

    DEV-018 has the batch, its readings and the sample linked, so the investigation starts from the facts.

    Deviation DEV-018, extended post-mix hold, in Seal: the affected batch B-041, the transfer 52 minutes after mixing against a permitted 45, and a table of evidence from the process readings, temperature readings and sample IPC-041.
    1. The batchB-041, the batch the deviation concerns.
    2. What happened52 minutes, against a permitted 45.
    3. The evidenceReadings and the sample, from the same records.
  3. 3

    The fix is a change to the workflow.

    CC-019 makes the record calculate the hold and route anything over 45 minutes. It is verified before release, and the next batch runs the new version.

    Change CC-019, elapsed-time check, in Seal: DEV-018 as the reason, the affected procedure MBR-014, a table of current and proposed workflow behaviour, a verification plan at 44, 45 and 46 minutes and a missing start time, and a release review for authorised people.
    1. From the deviationDEV-018 is the reason for the change.
    2. The workflow itselfThe hold is calculated from both timestamps, and anything over the limit is routed for assessment.
    3. Verified before releaseAt 44, 45 and 46 minutes, and with a start time missing.
  4. 4

    Neil checks every lot. People decide.

    Overnight, Neil checked each lot against its release plan and said what its record leaves out.

    The release board in Seal: 111 lots in release across three sites, $123M waiting, 86 with nothing open, and a table of the lots with findings, each with Neil’s summary, its value and a predicted certification date.
    1. The morning, in two lines111 lots and $123M waiting. 86 need only a decision.
    2. Neil’s summary of each lotWhat is open, and where Neil found it.
    3. A predicted certification dateFrom how long this site’s lots have taken.

What Seal’s customers measured.

Each figure links to the customer’s story.

QualityAcclinate and Skye Biologics

−50%
quality cycle times at Acclinate, from a procedure change to everyone trained.Acclinate
−40%
non-conformances at Skye Biologics, with training checked before execution.Skye Biologics

RecordsMiAlgae and Bioventix

−75%
documentation time at MiAlgae, from the lab to commercial production.MiAlgae
−80%
document admin time at Bioventix, after two decades on paper.Bioventix

Apprentice and Seal, side by side.

Every source is listed under References.

Apprentice (Tempo MES)Seal
What it isCloud MES; its modules ran on smart glasses in 2017¹²The GxP execution system: your eBR, your QMS and more
Built forLife sciences and 14 other industries¹Process development, the lab, manufacturing, batch release and quality
Data modelThe recipe, as a parameterised template³Primitives your team composes: record types, their relationships, steps and checks
AIA1 Agent and task agents, acting across your systems⁴⁵Neil, Seal’s AI agent, prepares changes to the process; your team approves them
Quality managementNot on its product list; integrates a QMS³⁶QMS on the same records as the batch
Recipe authoringNo-code Designer Mode, or its Authoring Agent³⁷Neil drafts it from your master batch record; your team approves
Change during a runBatch Run Modification, redlining³Approved by authorised people; the original and changed course both stay on the record
Change for next runsParameterised templates³A new process version, released with its tests
Deviation to CAPAThrough QMS integration³Linked to the step and to the next process version
Getting started“Go live in 90 days”, its claim³A 48-hour evaluation of one process, once the scope is agreed and the inputs received

Summary

The story
Apprentice is good for batch execution in clinical manufacturing.⁶ It began in December 2014,¹ by 2017 its modules ran on smart glasses,² and its MES, Tempo, is built around the recipe, as parameterised templates reused across products and sites.⁸³ Apprentice says buying Ganymede in 2026 makes it “the only platform” for the full product lifecycle,⁹ yet its product list names no QMS, and deviations and CAPA run through an integration with yours.³ Its A1 Agent, launched in March 2026, creates CAPAs and deviations across the systems you already have, which is help with the separation, not an end to it.¹⁴ If your quality system lives elsewhere and only the batch needs to move, it can work well. Most teams need the batch and its deviations, CAPA and changes on the same records.

1What Apprentice offers.

Apprentice FS, Inc. is based in Jersey City, New Jersey, and has also traded as Apprentice.io; it released its MES as Tempo and still uses that name in places.¹⁰¹¹¹² It began in December 2014, and in 2017 its modules ran on smart glasses such as Google Glass and Microsoft HoloLens.¹² Its MES has subject-matter experts author and modify recipes in a no-code Designer Mode, and execution can change during a run without halting production.³ It also sells a laboratory execution system for QC testing.¹³

Most of the rest is recent. Apprentice launched generative AI in September 2024, bought Ganymede, a laboratory and process data platform, in January 2026, and launched its A1 Agent in March 2026.¹ A1 “creates production-ready artifacts — CAPAs, deviations, reports and more”, and runs across “ERP, MES, QMS, EAM, SCADA, Historian, PLCs, IoT, and flat files”.⁴ An Authoring Agent turns PDFs and prompts into digital records for people to review and approve.⁷

2Running Seal alongside Apprentice.

You can start without replacing Apprentice. Seal connects the records a job needs, and the scope of each connection records which system owns them.

Seal’s REST API reads and writes records from another system, and Scripts are versioned Python that can call an external service after an event or on a schedule, changed and tested like other Seal records. On its side, Apprentice describes APIs and no-code integrations for ERP, QMS, equipment historians and other systems.⁶

Teams typically move the laboratory or quality work around the batch into Seal first, or have Neil read selected batch records into a deviation investigation, then move the batch record itself. Start with read access and treat any write-back as a separate decision with its own review gates, as the regulatory guide sets out.

3Moving from Apprentice to Seal.

Move one process first. Apprentice keeps running the rest until you move it.

  1. Choose a process where a recurring exception or a site transfer needs laboratory and quality evidence alongside the batch.
  2. Bring the procedure or master batch record, a representative batch with its redlines and exceptions, and the records it touches. Use sample material, or arrange an NDA before sharing confidential records.
  3. Neil proposes the steps, fields, calculations, material and equipment requirements and review gates, and your process experts check the mapping. Once the scope is agreed and the inputs received, Seal prepares the first working configuration and its validation pack to evaluate within 48 hours.
  4. Exercise the abnormal paths before release: an urgent change to a live batch, rework, not-applicable steps and signatures.
  5. Agree which records move and which stay retrievable in Apprentice, and reconcile representative records before you rely on the new workflow.

Production timing then depends on scope, interfaces, migration, operational readiness and your release requirements. The technology transfer blueprint describes how a process moves between sites in Seal.

References

  1. 1Who We Are, Apprentice. https://www.apprentice.io/about/who-we-are (read 5 November 2026)
  2. 2Apprentice secures $2.5M for augmented reality tool geared toward biopharma manufacturing, Erin Dietsche, MedCity News, 10 December 2017. https://medcitynews.com/2017/12/apprentice (read 5 November 2026)
  3. 3Manufacturing Execution System, Apprentice. https://www.apprentice.io/product/manufacturing-execution-system (read 5 November 2026)
  4. 4A1 Agent, Apprentice. https://www.apprentice.io/product/a1-agent (read 5 November 2026)
  5. 5Agentic AI, Apprentice. https://www.apprentice.io/product/agentic-ai (read 5 November 2026)
  6. 6Life Sciences, Apprentice. https://www.apprentice.io/industries/life-sciences (read 5 November 2026)
  7. 7Authoring Agent, Apprentice. https://www.apprentice.io/ai-agents/authoring-agent (read 5 November 2026)
  8. 8Apprentice.io Celebrates National Manufacturing Day by Announcing Industry Expansion on the Heels of Successful Free Trial Launch, Apprentice.io via Newswire, 4 October 2024. https://www.newswire.com/news/apprentice-io-celebrates-national-manufacturing-day-by-announcing-22436037 (read 5 November 2026)
  9. 9Apprentice.io Acquires Ganymede to Deliver the Industry’s First AI-Native Platform Spanning R&D Through Commercial Manufacturing, Apprentice.io via Newswire, 21 January 2026. https://www.newswire.com/news/apprentice-io-acquires-ganymede-to-deliver-the-industrys-first-ai-native (read 5 November 2026)
  10. 10Terms of Service, Apprentice. https://www.apprentice.io/terms-of-service (read 5 November 2026)
  11. 11Apprentice.io Announces New Product Version Release to Enhance Recipe Authoring and Streamline Quality Data, Apprentice.io via Newswire, 24 April 2025. https://www.newswire.com/news/apprentice-io-announces-new-product-version-release-to-enhance-recipe-22560758 (read 5 November 2026)
  12. 12Security and Compliance, Apprentice. https://www.apprentice.io/platform/security-compliance (read 5 November 2026)
  13. 13Laboratory Execution System, Apprentice. https://www.apprentice.io/product/laboratory-execution-system (read 5 November 2026)

AQuestions and answers

Is Seal better than Apprentice (Tempo MES)?

Yes. Apprentice is good for batch execution in clinical manufacturing. It began in December 2014, by 2017 its modules ran on smart glasses, and its MES, Tempo, is built around the recipe, as parameterised templates reused across products and sites. Apprentice says buying Ganymede in 2026 makes it “the only platform” for the full product lifecycle, yet its product list names no QMS, and deviations and CAPA run through an integration with yours. Its A1 Agent, launched in March 2026, creates CAPAs and deviations across the systems you already have, which is help with the separation, not an end to it. If your quality system lives elsewhere and only the batch needs to move, it can work well. Most teams need the batch and its deviations, CAPA and changes on the same records. Seal has no fixed model of one kind of work. It is built from primitives: record types, the relationships between them, and the steps and checks that use them, which your own team composes into your process, with Neil able to prepare each change for approval. So one platform runs process development, the laboratory, manufacturing, batch release and the quality system, and each change becomes a new version, released once its selected tests pass, while earlier runs keep theirs. Moving from paper, Skye Biologics increased throughput by 35% and cut non-conformances by 40%.

Is Apprentice.io the same company as Apprentice, and is Tempo still its MES?

Yes. The company, Apprentice FS, Inc., now presents itself mainly as Apprentice, at apprentice.io, though its press releases still use Apprentice.io. Its MES was released as Tempo, as in its Tempo 7.5 release in April 2025, and the Tempo name still appears on some of its pages.

Is Seal an alternative to Apprentice?

Yes. Seal runs electronic batch records, weigh and dispense, equipment checks and review by exception on the same platform as process development, laboratory testing, deviations, CAPA, change control and training. Apprentice is built around the recipe and connects to a separate QMS. In Seal each lasting improvement is released as a tested new process version.

Is Seal an MES?

Yes. Seal executes GMP manufacturing from a versioned master batch record, with material, equipment and training checks at the step, in-process results linked to their specifications, and review by exception. Skye Biologics, MiAlgae and Paradromics run their batch records on Seal.

Does Apprentice have a quality management system?

Apprentice is designed for manufacturing execution, and its product list names no QMS: its MES connects to one through integration for deviation and CAPA management. In Seal, deviations, CAPA, change control, document control and training run on the same records as the batch and laboratory work they concern.

How does Apprentice’s AI compare with Neil?

Apprentice launched generative AI in September 2024 and its A1 Agent in March 2026. A1 creates CAPAs, deviations and reports and acts across your MES, QMS and other systems, and Apprentice says its agents can start runs and log results autonomously. Its Authoring Agent turns PDFs and prompts into digital records for review. Neil prepares changes to the process itself, with their tests, for your approval, and each change is released as a new version. Neil is not used in GMP execution.

How long does it take to start with Seal?

Once the scope is agreed and the inputs received, Seal prepares a first working configuration and its validation pack to evaluate within 48 hours, configured from one of your procedures or master batch records. Production timing then depends on scope, interfaces, migration, operational readiness and your release requirements.

Start beside Apprentice.

Start with one process. Seal connects to Apprentice through its REST API and Scripts with read access, so nothing has to move on day one.

Book a demo