Decide · Manufacturing AI readiness

Choose a defensible AI direction.

AI Direction is a fixed-scope, three-week manufacturing AI readiness and strategy engagement. It evaluates up to five candidate workflows, analyzes the strongest two, and turns the evidence into an owned 90-day roadmap—not a list of demos—including valid prepare, process-improvement, no-AI, and stop decisions.

Free first step

Use 30 minutes to test fit before buying a sprint.

The AI Fit Call is for an owner, executive sponsor, or senior functional leader with a real business problem. Bring non-sensitive context about company priorities, current AI use, one or two frustrating workflows, and material constraints.

You receive a verbal fit assessment, a recommended next step, and a short follow-up email with relevant resources. The right answer may be the Academy, company learning, AI Direction, another provider, process improvement, or no immediate action.

The call tests fit and routes the next step. It is not a free AI readiness assessment, workflow analysis, business case, strategy engagement, or implementation design.

AI Fit Call at a glance

For
An owner, executive sponsor, or senior functional leader
Duration
30 minutes
Pricing
Free

Included

The call provides

  • A verbal fit assessment
  • A recommended next step, including a valid no-action or referral outcome
  • A short follow-up email with relevant resources

Not included

The call is not

  • Free strategy engagement or implementation design
  • Technical, security, legal, or compliance assessment
  • Review or transfer of sensitive company information

Fixed-scope decision engagement

Answer one leadership question in three weeks.

Where should we use AI, where should we not use it, and what should we do over the next 90 days? AI Direction examines actual workflows rather than treating a generic maturity score as a prediction of success.

Use learning when people first need shared judgment. Use AI Direction when leaders have real candidate workflows but need evidence, priorities, and a roadmap. Bounded implementation starts only after one workflow has earned a proceed decision. Managed AI is for approved tools and workflows that need recurring operating responsibility.

AI Direction Sprint at a glance

For
Owners, executives, operations leaders, and senior functional sponsors
Duration
Three weeks
Scope
Up to five candidate workflows, with detailed analysis of the two strongest candidates
Pricing
Fixed-scope three-week engagement; scoped proposal after the free Fit Call
01

Learn · Build shared judgment

Use the free Academy for individual foundations or Company AI Foundations for an employer-sponsored group. Learning does not choose company priorities or authorize workplace use.

02

Decide · AI Direction

Compare up to five actual workflows, analyze the strongest two, record boundaries and prerequisites, and leave with owned decisions and a 90-day roadmap.

03

Implement · One validated workflow

Configure, integrate, or build only after a workflow has a sponsor, users, approved information, review authority, a baseline, and a measurable target.

04

Manage · Approved AI in operation

Use recurring management after approved tools or workflows need evaluation, records, user support, vendor review, escalation, and leadership decisions.

Evidence used to decide whether a manufacturing AI workflow advances
Decision criterionEvidence expectedPossible decision
Problem and valueNamed users, current workflow, delay, rework, cost, consequence, and a usable baseline or a plan to establish one.Advance, measure first, improve the process, or stop.
Information and source authorityApproved sources, ownership, access, sensitivity, version or conflict rules, and representative non-sensitive examples.Advance, clean up sources, restrict the scope, or stop.
Human authority and reviewA workflow owner, qualified reviewer, escalation path, and explicit decisions that AI may not make.Advance with review, add an owner or specialist, or stop.
Technical and operating fitCurrent tools, identity and integration constraints, IT/MSP input, users, support owner, and the smallest adequate solution layer.Use an existing feature, configure, integrate, build, prepare, or stop.
Risk, economics, and success measureMaterial failure modes, specialist constraints, test method, target, cost range, and the decision rule for continuing or ending the work.Proceed to a bounded project, prepare, redirect, or stop.

Three-week process

Align, map, evaluate, and decide.

AI Direction Sprint work by week
WeekWorkDecision produced
Week 1 · Align and understand90-minute leadership education and kickoff; up to five stakeholder interviews; review current use, tools, policies, priorities, and constraints; initial IT/MSP and quality discussion.A factual operating context and candidate set.
Week 2 · Map and evaluateTwo 90-minute mapping sessions; identify effort, delay, handoffs, rework, and knowledge dependencies; score up to five opportunities and analyze the strongest two.Value, feasibility, boundary, risk, and smallest-adequate-layer evidence.
Week 3 · DecidePrioritize, develop an initial business case and operating boundaries, build the 90-day plan, and hold a 90-minute executive readout.Owned decisions, prerequisites, stops, and next actions.

Eight concrete outputs

Keep the work even if Magnetta does nothing next.

The customer owns the delivered artifacts and has no obligation to retain Magnetta for implementation or management. The outputs document decisions and assumptions; they are not a compliance certification, general IT assessment, production approval, or promise that every company or workflow is ready for AI.

AI Direction deliverables

  1. Executive decision brief

  2. AI opportunity register for up to five candidate workflows

  3. Two detailed workflow briefs

  4. Buy, configure, integrate, build, or no-AI recommendation

  5. AI responsibility map

  6. Safe-use boundary

  7. 90-day roadmap

  8. Managed AI recommendation

Illustrative excerpt from a synthetic workflow brief—not a customer result
Decision fieldIllustrative entry
Candidate workflowPre-screen supplier certification packages for missing required items before a qualified quality reviewer evaluates the package.
BoundaryAI may identify possible omissions and point to the governing checklist. It may not approve, reject, disposition, or release a package.
Current decisionPrepare—do not implement yet. The checklist owner, current missing-item baseline, approved test information, and conflict rule are not yet confirmed.
Next 90 daysName the owner and reviewer; confirm the controlled source; establish the baseline; approve synthetic or non-sensitive test cases; define accuracy, escalation, and stopping rules; then reassess.

Customer effort

Plan the internal time before the sprint begins.

Possible outcomes

Leave with a clear next step for each workflow.

Different workflows from the same company may receive different dispositions. A Direction Sprint is successful when it clarifies the right owner and action, including when Magnetta should not implement anything.

Possible outcomes after AI Direction
OutcomeUse it whenWhat happens next
Process improvement or no AIThe friction is better addressed through clearer work, source cleanup, deterministic automation, or an existing non-AI feature.Assign the process or system owner; do not create an AI project.
PrepareA credible opportunity lacks a baseline, owner, approved source, policy, access path, reviewer, or success measure.Complete the prerequisite and reassess before implementation.
Bounded implementationOne workflow has a credible problem, owner, boundary, authorized test information, and measurable target.Scope one typical 4–8 week configure, integrate, or build project.
Managed AIApproved AI tools or workflows already need recurring review, records, user support, vendor review, and leadership decisions.Confirm the operating baseline and define the Core or custom management band.
Stop or referThe consequence, economics, authority, information, technical conditions, or required expertise make the work unsuitable for Magnetta.Record the reason, refer when useful, and do not force another offer.

Responsibility and outcomes

A good sprint can recommend proceed, prepare, redirect, or stop.

Who owns what

Know who is responsible for each decision.

You receive documented recommendations and a 90-day plan. Production deployment is not included, and your team retains all investment, risk, policy, and production decisions.

Magnetta

Perform the agreed education, mapping, analysis, and documented recommendations.

Manufacturer

Supply accurate context, choose priorities, and make final investment and risk decisions.

IT or MSP

Clarify infrastructure, identity, security, integration, and support constraints.

Specialist authorities

Make delegated quality, legal, HR, security, engineering, and compliance determinations.

Included

Decision work included

  • Evaluate up to five workflows and deeply analyze the strongest two
  • Compare off-the-shelf, configure, integrate, custom-build, process-improvement, and no-AI options
  • Document owners, boundaries, success measures, dependencies, and the next 90 days

Not included

Not included in AI Direction

  • Production deployment
  • Tenant administration
  • Legal or compliance approval
  • Obligation to retain Magnetta
  • Integration development, policy approval, certification, legal advice, or unlimited tool setup

A practical next step

Choose the next step that fits your team.