AI Technicians

Better data in. Faster repairs out.

Refaire automates product support, repair, and warranty workflows with guided visual diagnostics that help OEMs resolve cases faster and turn every interaction into structured data to improve product performance.

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The Problem

Physical product problems are hard to put into words.

Critical product knowledge lives across manuals, service records, and experienced technicians, while customers often struggle to describe what they see, hear, or experience. Refaire brings that knowledge into a scalable, multimodal knowledge bank and translates physical symptoms into structured technical data support teams can act on. Every resolved case feeds new field data back into the system - improving communication today and building stronger product intelligence over time.

SystemDataMediaFilesProductDesignTechnicianKnowledgeManuals& GuidesMultimodal AIKnowledge Base

The Platform

Give your support team a clearer view.

01

Learn

Refaire turns your manuals, specifications, service records, and expert know-how into a scalable, multimodal knowledge bank built around your approved repair and warranty processes.

Refaire's synced knowledge base of product manuals, guides, and videos
02

Collect

Using only their phone, customers are guided to capture the right product details, images, video, and audio for their inquiry—giving your support team a complete, structured case from the start.

A live video call with the AI technician analyzing an e-bike battery
03

Resolve

Refaire prepares the diagnosis and recommended resolution for your team to review, then supports the approved parts replacement, repair guidance, outcome verification, and case closure.

Chat conversation where the AI technician diagnoses a battery fault

How Refaire works

Fix it right the first time

Automate your repair and warranty workflow in 4 easy steps

  1. Through any channel you already use: website, QR code, chat, email, phone or text. Refaire sends them one link.

  2. Refaire guides them to capture the right photos, video and sound, right the first time.

  3. Using your product data, Refaire pinpoints the fault and checks whether it’s covered under warranty.

  4. Once diagnosis is verified by your team, customer is provided with guided self-repair, a replacement part or a technician visit.

Use Cases

Keep product knowledge moving

Knowledge Capture & Management

Capture technical documentation and expert know-how in a scalable knowledge bank—so critical product knowledge remains accessible, consistent, and easy to apply.

Installation Guidance

Guide customers, installers, and dealers through product setup and installation using approved, product-specific instructions.

Repair Workflow Automation

Qualify customer inquiries, prepare diagnoses and recommended actions for support-team review, and guide approved parts replacement and repairs through final verification.

Warranty Workflow Automation

Collect the evidence required for warranty inquiries, support eligibility and repair decisions, and automate approved claims, parts, documentation, and case closure.

Dealer & Service Network Enablement

Give dealers and service partners access to the same approved knowledge and decision support as your senior technicians—helping them assess issues, complete repairs, and process warranty cases more consistently.

Field-to-Engineering Intelligence

Turn customer and field-service interactions into structured data on symptoms, diagnoses, parts, repairs, and outcomes—giving OEM engineering a consistent feedback loop for product improvement.

Proven Results

More sales. Half the support cost.

Enterprise Ready

Fast to deploy. Easy to integrate. Built to scale.

Accelerate time to value

See ROI in weeks, not quarters. Refaire deploys against the docs you already have, with minimal lift from your team and impact from day one.

Connect to your existing stack

Works through your current operations, website, support flow, CRM, and ERP, through our API and integrations. No new hardware, no rip-and-replace.

Built to scale securely

One AI technician serves every customer, in every language, across every product line and region — with enterprise-grade security and data governance your team controls.

Your knowledge stays yours

Every interaction feeds back into your private knowledge bank, which you own and can export.

Integrations

Plugs into the tools your team already uses.

  • Zendesk
  • Intercom
  • Shopify
  • Salesforce

Get Started

Live in weeks, not quarters.

STEP 1Define the use case
STEP 2Provide the knowledge
STEP 3Customize the agent
STEP 4Scenario testing
STEP 5Go live

FAQ

Frequently asked questions

How does Refaire's AI hardware technician actually work?

Refaire's AI hardware technician reasons over vision, audio, and physics/time-series signals captured through a standard phone camera — watching for cracks or loose parts, listening for rattles or odd sounds, and reasoning about what it sees. It's the same multimodal approach a trained technician would use to look, listen, and feel for a fault, instead of just matching keywords in a written description.

What products does Refaire support?

Consumer and prosumer electromechanical products: e-bikes, drones, smart appliances, sewing machines, 3D printers, and small-scale lab equipment. These products get used in wildly different environments, so they need frequent hardware troubleshooting — but the root causes and fixes tend to repeat across cases, which is exactly the pattern Refaire's visual AI diagnostics are built to recognize and resolve at scale.

Does our data stay private from our competitors?

Yes. Refaire runs in a federated, behind-the-firewall model — your raw data never leaves your environment. Only the synthesized diagnostic knowledge powers your AI hardware technician, and it's never shared across accounts.

How is Refaire different from AI customer-service agent platforms?

Most AI customer-service platforms automate the conversation — chat, voice, refunds, account changes — for issues a person can describe in words. Refaire is a different category: an AI hardware technician that automates the physical diagnosis underneath it, seeing and hearing the actual product to catch faults no one can describe accurately. The two are often complementary, not competing.

Does Refaire replace our technicians?

No — it multiplies their capacity. Refaire's AI hardware technician handles the first layer of diagnosis instantly, at a fraction of a technician's fully-loaded cost, letting you scale technical support without hiring for every repair that actually needs a human.

See all FAQs

Backed by

  • NVIDIA Inception
  • NYCEDC
  • Westchester Innovation Network
  • Creative Destruction Lab
  • women.nyc
→ Book a demo

Fix fast. Get it right the first time.

Better problem capture. Faster diagnosis. Happier customer.

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