Knowledge & reasoning / PROPOSED CONCEPT
Service parts evidence finder.
Assembly-aware part lookup. Serial-range applicability.

The opportunity
A real need.
A considered response.
A visually similar part may not be compatible with the installed asset. A finder can connect serial ranges, assembly diagrams and revision notes so staff can verify a replacement before ordering.
Field technicians and service-parts teams.
What would this look like for you?
Ask the architect to connect this concept to your systems, or challenge its assumptions.
The experience
What this could make possible.
Serial-range applicability
Revision evidence
Reviewed order preparation
Identify the installed asset
→Retrieve assembly evidence
→Check compatibility rules
→Prepare a reviewed parts request
Under the surface
The engineering
behind the experience.
Architecture is a starting hypothesis. Discovery and representative tests decide what belongs in the first build.
01Architecture to explore+
- Structured part and serial-range model
- Diagram-linked document retrieval
- Deterministic compatibility checks
- Evidence timestamps and unknown-match handling
02Integration dependencies+
Parts catalogue, Service manual repository, Asset serial register. Confirm access, data ownership, update frequency and failure behaviour during discovery.
03Validation and human control+
Measure false compatibility, missed supersessions and time spent locating the evidence. Qualified staff confirm fit and safety. No automatic purchase or invented substitute parts.
A useful first step
Start small.
Learn something real.
One equipment family with verified compatible and incompatible replacement examples.
Evidence to look for
Measure false compatibility, missed supersessions and time spent locating the evidence.
A boundary to design for
Qualified staff confirm fit and safety. No automatic purchase or invented substitute parts.
Proposed scope, not a delivery commitment. Data, permissions, operational constraints and sector requirements need review before implementation.
Connected capabilities
AI Agents & Workflow AutomationKnowledge & Document AIBackend, API & Integration EngineeringResearch behind the direction
NISTMaintenance costs and advanced maintenance techniques ↗AnthropicBuilding effective agents ↗AnthropicDemystifying evals for AI agents ↗These sources inform technical possibilities. They do not demonstrate a Tomatrix deployment or endorse this proposed product.
From possibility to a conversation
Make this
your starting point.
Add a little context. Preview a practical brief, then keep it for a conversation with Tomatrix.
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Preview your concept brief
PRODUCT EXPLORATION: Service parts evidence finder Status: Proposed concept — scope and feasibility to be agreed. Our context: To be discussed. Who this could help: Field technicians and service-parts teams. A useful first pilot: One equipment family with verified compatible and incompatible replacement examples. What to evaluate: Measure false compatibility, missed supersessions and time spent locating the evidence. Important boundary: Qualified staff confirm fit and safety. No automatic purchase or invented substitute parts. Integrations to explore: Parts catalogue, Service manual repository, Asset serial register Concept reference: /products/parts-knowledge
Keep exploring
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Requirement-to-evidence mapping. Missing-document review.

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Objective-to-lesson mapping. Source-grounded activities.