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Apprentice.io

Also known as: Apprentice

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Enterprise operations agentindependentVerified 2026-07-07

AI native manufacturing platform for pharma, biotech, and cell and gene therapy whose Tempo cloud and A1 agent suite automate and execute validated shop floor work across MES, QMS, SCADA, historians, and PLCs under good manufacturing practice.

Apprentice, at apprentice.io, is the manufacturing AI company behind the Tempo Manufacturing Cloud, an AI native platform built to run batch based manufacturing for pharmaceutical, biotech, and cell and gene therapy makers. Headquartered in Jersey City, founded in 2014 and led by co-founder and chief executive Angelo Stracquatanio, it has raised about two hundred seven million dollars through a Series C from investors including Insight Partners and ICONIQ Growth, reports growth of more than three times year over year with net customer retention above two hundred percent, and was ranked the top innovator in a recent ABI Research assessment of pharma manufacturing execution software.

Tempo unifies systems that used to live apart, combining manufacturing execution, distributed control, laboratory execution, electronic logs, and work instructions into one cloud across web, mobile, and wearable devices, so global teams and external partners share visibility from preclinical benchtop through commercial supply. Its standalone AI product, A1, ships a suite of purpose built agents, an Operator, Quality, MSAT, Supervisor, Engineering, Maintenance, Supply Chain, and Manufacturing Systems agent, that automate work operators once did by hand. A1 agents and workflows execute across the full manufacturing stack, including ERP, MES, QMS, SCADA, historians, PLCs, IoT, and flat files, connecting point to point or through middleware with webhooks, MQTT, or OPC UA. AI can author procedures from a prompt, convert a PDF into a digital record, simulate a run before it happens, guide execution in suite, and summarize each run with recommendations to improve the next.

Because Apprentice operates in the most heavily regulated industries, the platform is built around good manufacturing practice compliance, batch records, audit readiness, and human review, and A1 is engineered not to invent a new workflow every time it runs. It is delivered as a fault tolerant, geographically redundant cloud rather than with a documented on premise option, runs on its own model stack, and is not a general purpose agent builder or a browser automation tool. For a pharmaceutical or life science manufacturer that wants agents embedded directly in validated shop floor execution, Apprentice is a proven and unusually deep fit; a team outside regulated manufacturing, or one wanting a model flexible horizontal platform, will find it purpose built for the plant.

Vendor details

Canonical URL

https://www.apprentice.io

Category

Enterprise operations agent

Subcategory

AI native pharma manufacturing platform

Funding status

Independent, headquartered in Jersey City, founded in 2014 and led by co-founder and chief executive Angelo Stracquatanio. Apprentice has raised about two hundred seven million dollars through a Series C from investors including Insight Partners, ICONIQ Growth, Silverton Partners, and Alkeon Capital. It reports growth of more than three times year over year with net customer retention above two hundred percent, counts Bristol Myers Squibb and Synthego among its customers, and was ranked the top innovator in a recent ABI Research competitive assessment of manufacturing execution software for pharma, biotech, and cell and gene therapy.

Company status

independent

Use cases & customers

Primary use cases

pharma manufacturing executionbatch record and GMP compliancequality and deviation managementtech transfer and scale up

Target customers

pharmaceutical manufacturersbiotech and cell and gene therapylife science operations

Deployment options

SaaScloud

Integrations

A1 agents and workflows execute across the full manufacturing technology stack, including ERP, MES, QMS, EAM, SCADA, historians, PLCs, IoT, and flat files, connecting point to point or through middleware with webhooks, MQTT, or OPC UA. Tempo itself unifies manufacturing execution, distributed control, laboratory execution, electronic logs, and work instructions into one cloud across web, mobile, and wearable devices.

In practice

Your operators spend shifts on paper batch records and manual data entry that slow every release and invite errors. Apprentice turns procedures into guided digital execution and lets A1 agents automate the manual steps under full good manufacturing practice control.

A deviation or quality exception can stall a batch for days while teams investigate across disconnected systems. The A1 Quality agent prioritizes exceptions, investigates faster, and keeps corrective actions and audits moving.

Scaling a new process from the lab to commercial supply means rebuilding knowledge every time. The A1 MSAT agent extracts process knowledge into execution ready artifacts so tech transfer and scale up move faster.

Sources & related URLs

Research notes

Added via Crunchbase agentic discovery CSV, enriched full fidelity 2026-07-07. Categorized Enterprise operations on regulated pharma manufacturing. Independent; about two hundred seven million dollars raised through Series C.

Capability coverage

10.5 / 14 capabilities · 75%

Integrations & Tool CallingA1 agents and workflows execute across ERP, MES, QMS, SCADA, historians, PLCs, IoT, and flat files via webhooks, MQTT, and OPC UA, Apprentice docs 2026-07-07 Full
Workflow OrchestrationCoordinates a suite of purpose built agents end to end, with a Supervisor agent routing escalations and handoffs across the shop floor, Apprentice docs 2026-07-07 Full
Knowledge Grounding & RAGGrounded in real process knowledge, procedures, and historian data, with the MSAT agent extracting process knowledge into execution ready artifacts, Apprentice docs 2026-07-07 Full
Human Oversight & GuardrailsBuilt for good manufacturing practice with human review, guided execution, and controls so agents do not invent a new workflow each run, Apprentice docs 2026-07-07 Full
Security, Identity & GovernanceOperates in heavily regulated manufacturing with good manufacturing practice compliance, validated systems, batch records, and audit readiness, Apprentice docs 2026-07-07 Full
Observability & AuditabilityElectronic batch records, run summaries, and enterprise wide visibility give a full audit trail across every team and site, Apprentice docs 2026-07-07 Full
Memory & State PersistenceCaptures and persists process knowledge and issues run summaries with recommendations to optimize the next run, Apprentice docs 2026-07-07 Full
Deployment & Data ResidencyDelivered as a fault tolerant, geographically redundant cloud, but a documented on premise or customer controlled residency option is thin, Apprentice docs 2026-07-07 Partial
Prebuilt Agents, Templates & PacksShips a library of purpose built agents including Operator, Quality, MSAT, Supervisor, Engineering, Maintenance, Supply Chain, and Manufacturing Systems, Apprentice docs 2026-07-07 Full
Triggers & Channel CoverageResponds to real time floor events and alarms, reaching operators on the channels they already use rather than waiting for a login, Apprentice docs 2026-07-07 Full
Model Flexibility & RoutingRuns on its own model stack with no documented customer choice or routing of the underlying model, Apprentice docs 2026-07-07 Unable to verify
APIs, SDKs & MCP ExtensibilityOffers integration through webhooks and industrial protocols like MQTT and OPC UA, but a public developer SDK or MCP surface is not documented, Apprentice docs 2026-07-07 Partial
Testing, Debugging & OptimizationAI can simulate a procedure run before execution to estimate time and surface improvements, though this is process simulation rather than an agent testing surface, Apprentice docs 2026-07-07 Partial
Browser & Computer UseExecutes through industrial systems and IoT rather than driving a browser or operating a computer interface, Apprentice docs 2026-07-07 Unable to verify

Recent platform changes

No recent material changes tracked yet.

Pricing

Not public; Tempo is quoted through enterprise engagement, though A1 offers a free entry tier and a thirty day trial has been available

enterprise subscription scoped to sites, users, and modules, with a free A1 entry tier

Contact onlyMedium variable costFree tierTrial available

What is public

No list pricing for Tempo. Apprentice sells the platform through enterprise engagement. The A1 agent product has a free entry tier and paid plans to scale, and a thirty day self guided free trial of Tempo has been offered.

Billing mechanics

Presumed enterprise subscription scoped to sites, users, and the modules and agents enabled, with a free A1 entry point, though full rates are not disclosed.

Cost watchouts

Rollouts across multiple facilities, users, and validated workflows raise cost, and implementation and validation in regulated manufacturing can be a significant services component.

Variable cost rationale

Priced as an enterprise platform scoped to sites, users, and the modules and agents enabled, so cost grows with the number of facilities, seats, and the breadth of A1 agents deployed on validated workflows.

Additional watchouts

Confirm how pricing scales across multiple sites and users and how A1 paid plans price relative to the Tempo platform, and expect a validated implementation effort in regulated environments.

Sales call required

Mixed (some tiers require a call)

Free / trial

A1 has a free entry tier to automate manual work, and a thirty day self guided free trial of Tempo has been offered; paid plans scale from there

Key ambiguities

No public rate is disclosed for Tempo, and how the free A1 tier and its paid plans price relative to the full platform is not clear.

Verified 2026-07-07

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