Partglyph
All that in one click.
Industrial parts intelligence for replacement matching.
Industrial replacement decisions, without catalog guesswork
Industrial intelligence.
Partglyph helps industrial teams find defensible replacement options when OEM parts are unavailable, obsolete, slow, or too expensive.
Input PDFs, tables, images, and part numbers become structured fields
Gates Required fit checks run before candidate ranking
Review Clear warnings, source links, and next actions
Ranked candidate with matched specs, blocked fields, and source-backed checks shown together.
The urgent problem
A missing part can stop production before engineers can prove the substitute.
When an OEM part is obsolete, unavailable, or stuck in a long lead time, maintenance and procurement have hours to make a defensible call. But the evidence is scattered across PDFs, catalogs, supplier tables, and old part records while downtime cost keeps rising.
01
Replacement decisions start with incomplete data
When a critical part is unavailable, teams often have to compare alternatives using fragmented catalogs, inconsistent supplier records, and missing technical fields.
02
Similarity is not compatibility
A matching part number pattern or close catalog description is not enough. Dimensions, ratings, materials, interfaces, and operating limits must be checked before a substitute can be considered viable.
03
Approvals require a defensible trail
Engineering, reliability, and operations teams need to see which requirements passed, which fields are unresolved, and which sources support the recommendation.
Workflow
Move from uncertain replacement request to review-ready decision.
Partglyph guides the replacement workflow from incomplete part information to a structured candidate review, so engineering and procurement can work from the same evidence.
Start with the part you need to replace
Enter a part number, upload a catalog page, or provide the dimensions and operating requirements available from the site, supplier, or part master.
Confirm the reference details
Review the identified family, manufacturer, dimensions, ratings, materials, and unresolved fields before the system prepares the match request.
Review viable replacement candidates
See candidates organized by technical fit, with clear separation between acceptable paths, conditional options, and items that require further verification.
Inspect the evidence behind each result
Open any candidate to see matched fields, failed constraints, missing data, source traces, and the reasons a result was ranked or limited.
Hand off a defensible decision
Use the review output to support engineering approval, procurement action, or a request for additional documentation from the supplier.
reference confirmed candidate reviewed evidence ready
MCP access
Bring Partglyph into the tools your team already uses.
The hosted Partglyph MCP gateway lets customer MCP clients call governed product matching without changing the approved app flow. Your client LLM prepares the structured request; Partglyph validates it, runs the match through user management, charges credits, records history, and preserves source tracking.
Auth Scoped user API keys
Execution Governed matches through user management
Tracking History plus admin source mode
- Create a Partglyph MCP Access API key.
- Connect your MCP client to the hosted endpoint.
- Let the customer LLM prepare and validate product input.
- Run paid matches with credits, history, and result detail preserved.
No Partglyph-side LLM callsNo server-side OCR or document readingNo direct customer matcher bypass
Engineering confidence
Built for review, not blind automation.
Partglyph treats replacement matching as an engineering evidence problem. Source authority, fit boundaries, and unresolved fields are surfaced before teams act on a recommendation.
Scores never override fit-critical gates.
Partglyph separates technical acceptability from procurement convenience. A candidate can move forward only after the required dimensions, ratings, standards, and source checks are handled.
A strong source matters more than many weak ones.
OEM catalogs, controlled drawings, datasheets, nameplates, and certificates carry different authority. Partglyph keeps that source quality visible instead of treating every extracted value as equal.
Unknown fields stay visible until verification is complete.
Missing clearance, rating, material, speed, compliance, or fit data should not quietly become a pass. Partglyph shows unresolved fields so teams know exactly what still blocks confidence.
Replacement paths are built from the details that decide fit.
The system compares dimensions, interfaces, standards, ratings, and product-family rules so a candidate is judged against the reference part, not just against similar keywords.
The output tells teams what can happen next.
Results can indicate a stronger candidate, a conditional path, an engineering review need, or a rejection. The goal is to speed review without pretending every match is a direct replacement.
Every important claim should point back to a source.
Partglyph is designed to preserve where critical fields came from, which values were normalized, and what evidence supported the result so the review trail is easier to defend.
Supported products
Focused coverage for maintenance-critical components.
Partglyph focuses first on product families where unavailable parts can delay repair, create sourcing risk, and require governed technical review. Coverage is prioritized where structured comparison of dimensions, ratings, standards, materials, and source evidence can reduce uncertainty before procurement action.
| Product | Category | Status |
|---|---|---|
| Mounted bearing units | Bearings | Supported |
| Deep groove ball bearings | Bearings | Supported |
| Roller chains | Power transmission | Supported |
| V-belts | Power transmission | Supported |
| Ball valves | Fluid control | Supported |
| Chain-drive sprockets | Power transmission | In progress |
| QD / Taper-Lock / Split-Taper bushings | Power transmission | In progress |
| Jaw couplings and elastomer spiders | Power transmission | In progress |
| UCF / UCFL / UCT mounted bearing units and insert bearings | Bearings | In progress |
| V-belt sheaves and pulleys | Power transmission | Coming soon |
| Sanitary tri-clamp gaskets and sanitary O-rings | Sanitary process | Coming soon |
| Rotary shaft seals / oil seals | Sealing | Coming soon |
| Timing belts and timing pulleys | Power transmission | Coming soon |
| Washdown electric motors | Motors | Coming soon |
| Gear reducers and gearmotors | Power transmission | Coming soon |
| Pneumatic cylinders | Pneumatics | Coming soon |
| Solenoid valves and valve manifolds | Pneumatics | Coming soon |
| Photoelectric sensors | Automation | Coming soon |
| Mechanical seals and sanitary pump seal kits | Sealing | Coming soon |
| Tabletop / MatTop conveyor chain, modular belts, wear strips, and chain guides | Conveying | Coming soon |
| Conveyor rollers, idlers, and return axles | Conveying | Coming soon |
| Hose assemblies and sanitary hose ends | Fluid transfer | Coming soon |
| Pump rebuild kits, impellers, wear rings, and internal bearings | Pumps | Coming soon |
| Hygienic butterfly valves and seal kits | Fluid control | Coming soon |
| Ball valves and service kits | Fluid control | Coming soon |
| Drum motors and motorized pulleys | Motors | Coming soon |
| Air-line fittings and tubing | Pneumatics | Coming soon |
| Sanitary clamps, fittings, and unions | Sanitary process | Coming soon |
| FRL units, inline filters, and compressed-air filter elements | Pneumatics | Coming soon |
| Vacuum cups and ejectors | Vacuum automation | Coming soon |
| Spray nozzles and tank-cleaning devices | Fluid control | Coming soon |
| Sanitary and utility check valves | Fluid control | Coming soon |
| Shaft collars | Power transmission | Coming soon |
| Cam and groove couplings and adapters | Fluid transfer | Coming soon |
| Food-grade push-to-connect pneumatic fittings | Pneumatics | Coming soon |
No matching products yet.
Pricing
Free controlled beta access is open. Paid plans are visible for planning and marked coming soon until live Stripe is ready.
Free
$0 /month
Limited beta accessBest for: Evaluating Partglyph with a small catalog sample.
- Basic matching
- Limited search history
- Email support
Starter
$29 /month
Launch discount
Capable limits $89/month
Best for: Small procurement or maintenance teams validating routine replacements.
- Advanced matching
- Catalog/spec comparison workflow
- Priority support
- API access
Pro
$99 /month
Launch discount
Generous limits - 20x Starter capacity $350/month
Best for: Teams handling frequent replacement decisions across supported product families.
- Premium matching logic
- Fit-critical spec review
- Source/evidence trace
- Full API access
- Custom integrations
Need extra credits during beta? Contact Partglyph at [email protected]. Email delivery is being configured for beta, so urgent requests should also be shared with the launch owner.
Early access
Downtime reduction and risk control.
Partglyph gives maintenance, reliability, and procurement teams a faster way to identify technically viable replacement options when parts are unavailable, obsolete, or delayed. Each result is presented with the technical details needed for review, including compatibility status, fit-critical differences, confidence signals, risk flags, and supporting evidence.