Migrating the Right Lines: How a Precision Toolmaker Used Consulting and Analytics to Identify Which of Its Conventional Tooling Products Should Move to Metal Additive Manufacturing
Executive Snapshot
Client
Situation/Challenge
Objective
Constancy Researchers Solution
Impact
Client Outcome
The Situation / Challenge
Precision tooling is a category where additive manufacturing offers genuinely differentiated capability in specific applications, particularly conformal cooling channels in injection moulding tools and internal lubricant passages in cutting tools, both geometrically impossible by conventional subtractive methods. The economic case rests on performance improvement, not unit cost, translating to customer productivity gains the conventional product cannot match.
The client had made the capital investment in metal additive capacity but faced the practical challenge that follows it: a catalogue of over two hundred tool types and no structured basis for deciding which lines to migrate first, second, or not at all.
Without a structured framework, the migration sequence would be determined by whichever internal voice was loudest, optimising for one criterion at a time rather than the combination of technical suitability, commercial return, and customer demand that together defined the strongest candidates.
Key Challenges
- No structured migration framework balancing technical suitability, commercial return, and customer demand signals across the full tool catalogue.
- Three competing internal migration priorities, customer requests, engineering complexity interest, and financial return timing, with no objective framework to combine them.
- A catalogue of over two hundred tool types too large to assess qualitatively tool by tool without a data-driven scoring approach.
- No analytics connecting the client’s own order history, machining cost data, and quality records to the migration priority decision.
- Migration team bandwidth too limited to pursue all technically feasible migrations simultaneously, making sequencing as important as selection.
- A risk that the additive investment would underperform its financial projections if migrations were sequenced by noise rather than by a structured commercial and technical case.
In a precision tooling catalogue of hundreds of product types, the right migration question is not which tools could be additively manufactured but which migrations will generate the combination of technical differentiation, commercial return, and customer value that the additive investment was built to deliver. Answering that question requires both a framework and the data to apply it.
Constancy Researchers Solution
Constancy Researchers built a three-dimension migration framework covering technical suitability, commercial return, and customer demand, then applied the client’s own operational data to score every tool type in the catalogue against it, producing a ranked migration list grounded in evidence rather than internal advocacy.
Migration Framework Design
- Developed a consulting-designed three-dimension migration framework scoring each tool type on technical suitability for additive, commercial return potential from migration, and observed customer demand signal.
- Defined technical suitability criteria including the presence of geometries impossible or prohibitively expensive by conventional means, material compatibility with available additive processes.
Order History & Revenue Analytics
- Analysed three years of order history across the full tool catalogue, segmenting by tool type, order frequency, average order value, and margin contribution.
- Found a clear concentration of revenue and margin in approximately forty tool types, with the remainder of the catalogue contributing less than a fifth of total revenue, immediately narrowing the analytically relevant migration population.
Machining Cost & Rework Rate Analytics
- Analysed internal machining cost and quality data by tool type, identifying product lines where conventional production was generating above-average rework rates, scrapping cost.
- Found that a subset of complex internal geometry cutting tools showed rework rates significantly above the catalogue average.
Customer Demand Signal Analytics
- Analysed customer order communications, sales team records, and field service notes for explicit and implicit references to performance requirements that additive manufacturing could address.
- Identified a group of forming tool customers placing one-off orders with specialist additive suppliers for specific applications while continuing to source broader requirements from the client.
Priority Migration List & Sequencing Roadmap
- Delivered a scored priority list of seventeen tool types meeting the combined threshold across all three framework dimensions, ranked by composite score and segmented into immediate, near-term.
- Delivered a sequencing roadmap concentrating the migration team’s initial bandwidth on the six highest-composite-score tool types.
The engagement gave the migration team a structured, data-grounded sequencing plan that satisfied the engineering, commercial, and customer-facing priorities that had previously been competing against each other without resolution.
Impact
- The migration framework structured three previously competing internal priorities into a single composite scoring approach.
- Revenue and margin analytics concentrated the analytically relevant migration population to approximately forty tool types from a catalogue of over two hundred.
- Rework rate analytics quantified a conventional process pain point in complex internal geometry cutting tools that the client had not previously measured.
- Customer demand signal analytics identified forming tool customers placing additive orders with specialist suppliers while continuing to source conventionally from the client.
- Seventeen tool types were identified as strong migration candidates across all three framework dimensions.
- A sequencing roadmap concentrated initial migration bandwidth on the six highest-priority tool types.
- Forming tools with conformal cooling channel demand were placed first in the sequence to capture identified unmet customer need.
- The first two migrated lines delivered cooling performance improvements that generated new orders from customers previously using specialist additive suppliers.
Client Outcome
Sequencing Clarity
A data-driven priority list of seventeen candidates replaced internal advocacy as the basis for migration sequencing.
New Orders
The first two migrated forming tool lines generated new orders from customers previously taking.
Rework Reduction
Complex internal geometry cutting tools identified by rework analytics were migrated, reducing conventional process.
Customer Retention
Forming tool migration addressed unmet conformal cooling need that was causing customers to partially.
Team Bandwidth
Migration team capacity was concentrated on the six highest-priority tool types rather than spread across the full catalogue.
Return Timeline
Customer demand signal tools were sequenced first, generating commercial return earlier than a technically.
Framework Retained
The three-dimension scoring framework was retained for evaluating future migration additions as additive capacity expanded.
Additive Investment Return
The first two migrations contributed commercial return toward the additive investment within the first programme year.
Market Positioning
The toolmaker was repositioned as an additive manufacturer sequencing migration on evidence rather than internal priority conflicts.
Case Studies
Learn how our success stories power data-driven growth across industries
Picking the Right Anchor: How a Floating Wind Developer Used Bespoke Research and Strategy Advisory to Settle a Foundation Technology Standoff Before Bidding on a Lease
Executive Snapshot Client Floating Offshore Wind Developer, Scotland & South...
Read MoreWhen Predictive Maintenance Stops Predicting: How a Wind Farm Operator Used Consulting and Analytics to Fix a Failure Detection Programme That Had Quietly Stopped Working
Executive Snapshot Client Onshore Wind Farm Operator, Texas & Iowa...
Read MoreGeared, Direct Drive, or Both: How a Gearbox Manufacturer Used Market Research and Consulting to Decide Where Its Future Actually Lay
Executive Snapshot Client Wind Turbine Gearbox Manufacturer, Germany Situation/Challenge Direct...
Read More