For an established business, the next productivity improvement may sit between the systems it already owns. Work slows when people search for instructions, re-enter information or wait for someone to explain an exception. Those delays are less visible than a new machine, but they can shape the performance of the whole operation.
On 9 September 2026, Harmoni announced a US$10 million Series A funding round led by Bessemer Venture Partners and introduced HAL, its manufacturing AI technology. The company describes HAL as using operational context such as the active job, machine, production records and engineering information to support people at the point of work. Its release presents an approach built around connecting existing factory activities. These are the company's product claims, rather than an independent evaluation of performance. Source: Harmoni announcement, 9 September 2026.
Why this is a strategy story
CREDIUM's interpretation is that modernisation deserves to be assessed at the level of the work. A leadership team deciding where to invest should ask which constraint prevents a good result today and whether better information, coordination or equipment would address it.
Replacing a functioning system can introduce migration effort and new dependencies. Connecting the existing process also has costs and limitations. The choice becomes clearer when the business can describe the bottleneck, rather than begin with a preference for a particular technology.
Find where the work loses context
Follow one job from request to completion. At each handoff, ask what the next person needs to know and where that information comes from. Look for situations in which the employee has the right tool but lacks the current instruction, approval or explanation needed to proceed.
Common questions include which document version applies, whether a change has been approved and who owns an unresolved exception. A system that retrieves information quickly will still create poor outcomes if it retrieves an obsolete instruction or hides a disagreement between records.
The first useful deliverable is a map of those information gaps. It should show the work affected, the source of the information and the owner who can confirm that source is authoritative.
Connect a bounded workflow before expanding
A practical pilot should begin with one work area or one recurring task. Define what information it needs, what the employee should see and what should happen when the available records conflict.
- Current instructions: Identify the approved version and the person responsible for updates.
- Operational context: Connect the information to the actual job, customer request or service activity.
- Exceptions: Route uncertainty to someone who can resolve it.
- Continuity: Keep a workable fallback if the digital service is unavailable.
- Evaluation: Compare completed work using the same quality standard before and after the change.
For equipment-related decisions, the organisation's responsible technical and safety personnel should determine which instructions and actions are permitted. A useful information assistant does not itself establish permission to change a physical process.
An illustrative case: the handoff between shifts
Imagine a fictional manufacturer whose incoming shift spends time reconstructing what happened overnight. Updates sit in several places, and employees need to ask colleagues which issues remain open.
A bounded trial could assemble a draft handoff from approved records: work completed, unresolved exceptions and the owner of each next step. A supervisor would check the draft against the underlying records before it becomes the accepted handoff. Conflicting information would be shown explicitly rather than blended into a confident summary.
The business could measure preparation time, clarification requests, omitted exceptions and whether the next shift received the information it needed. This example illustrates a decision process; it is not a claim about Harmoni's functionality or a reported CREDIUM client result.
Judge the complete operational result
Measure accepted output and downstream effects. A quicker handoff is useful if the next person can act correctly. A faster information search is useful if it returns the relevant, current material. More alerts are valuable only when someone can distinguish what needs action.
Include the ongoing effort to maintain connections, update source information and review exceptions. These activities belong in the business case alongside software and setup costs. The principles in AI ROI measurement help separate released capacity from realised financial benefit.
The lesson for businesses beyond manufacturing
Similar information gaps appear in professional services, logistics and multi-team project delivery. A client request moves between people, each with partial context, while the organisation already owns several capable systems.
The relevant management question is whether a carefully bounded connection can improve that handoff. Begin with a clear priority decision, establish the operating owner and test the result. Technology earns its place when the existing business can complete important work more reliably.