Who this is for
Industrial distributors and component manufacturers in the UK and DACH.
Industrial Component Finder
End spec-to-part confusion for industrial distributors and component makers. Help customers pick the right part first time and cut support load.
Why It Matters
The pains we remove
- Returns from wrong-fit parts
- Back-and-forth with support to clarify specs
Expected outcomes
Faster part selection, fewer wrong-fit returns, higher web conversion, and fewer repetitive tickets.
How It Works (Under the Bonnet)
A sophisticated system that transforms complex technical data into accurate, accessible product recommendations.
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Ingest & structure your data
We ingest PIM/ERP/PLM data, product CSVs, and PDF datasheets, then unify them into a clean schema.
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Hybrid Graph + Vector retrieval (our edge)
A product graph (relations, constraints, alternates) plus vector search (semantic match) to answer complex queries accurately.
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KB Watchdog keeps answers correct
Flags contradictions when new specs or notices are added, keeping the knowledge base consistent over time.
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Experience layer: search, chat & guided filters
Users can ask in natural language, refine with parametric filters, or chat for step-by-step guidance.
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Seamless handover to humans
Creates a ticket with an AI summary, proposed resolution, and smart dispatch to the right team.
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Analytics dashboards
Actionable dashboards that help leaders see coverage, accuracy, gaps, and conversion impact.
Key Capabilities
Powerful features designed specifically for industrial component selection and specification matching.
Spec-to-part matching
Users submit application specs; the agent returns compatible parts with clear “why this fits” explanations.
Cross-reference & equivalents
Recommends alternatives for shortages, costs or end-of-life, checked against constraints.
BOM upload & validation
Upload a BOM to validate items, highlight gaps, and propose substitutes.
Units, tolerances & ranges
Handles unit conversion (e.g., psi ↔ bar), tolerances, and min/max constraints.
Compatibility reasoning
Applies rules like “fits with series X only above 24V” and explains the decision.
Multilingual (EN/DE)
Surfaces products and answers in English and German.
Integrations
Connect seamlessly with your existing systems and workflows.
Ready connectors
Built-in connectors for support workflows, including Zendesk and Intercom.
Custom integrations via API
API hooks for ERP/CRM/PIM. New connectors delivered via a scoped implementation.
Security & Compliance
Enterprise-grade security with flexible hosting options and comprehensive access controls.
Data handling & retention
Encryption in transit and at rest, least-privilege access, and UK/EU hosting options.
Access control & audit
Role-based access, audit trails, and SSO/SAML readiness. We do not currently hold external certifications; controls are engineered to enterprise standards and are audit-ready.
Proof & Social Trust
Real-world evidence of our technology's capabilities.
Client Spotlight: Math Angel
A short testimonial from math-angel.io with logo. While an education client, it evidences our ability to build structured knowledge graphs, integrate user/product data, and deliver accurate, personalised retrieval.
What to Expect in Your Consultation
Data review, success criteria, architecture fit (graph + vector), integration plan, timeline, and PoC scoping.
Compare Alternatives
See how AI Tech's Component Finder stacks up against other approaches.
| Approach | Limitations | AI Tech Wins |
|---|---|---|
| Generic site search | Ignores units, tolerances, and part-family logic; weak explainability. | ✓ Full spec understanding |
| Static parametric filters | Requires exact field knowledge; no semantic reasoning; slow for complex specs. | ✓ Natural language queries |
| PDF catalogues & spec sheets | High user effort, no cross-references, and no analytics. | ✓ Instant, intelligent search |
| Build in-house | Long runway to reach graph+vector quality; significant maintenance burden. | ✓ Ready to deploy |
| Vector-only chatbots | Miss relational constraints and alternatives, increasing the risk of poor suggestions. | ✓ Hybrid graph + vector |
Pricing & Next Steps
How pricing works
See Pricing. Costs vary by catalogue size, traffic, integration scope, and SLA.
Book a consultation
No obligation, 30-45 minutes. Primary CTA, plus a secondary link to the ROI calculator in Resources.
FAQ
Ready to Transform Component Selection?
Help your customers find the right part first time, every time.
