FendrAI®

FendrAI

FendrAI

fabrica

®

Real-time Spend Assurance

Real-time Spend Assurance

Invoice-to-Estimate Matching

Pre-Repair Condition Linkage

Scope & Compliance Validation

Real-Time Overspend Alerts

Stop losing up to 23% on complex repairs. Protect your budget before money moves.

FendrAI

fabrica

®

Real-time Spend Assurance

Invoice-to-Estimate Matching

Pre-Repair Condition Linkage

Scope & Compliance Validation

Real-Time Overspend Alerts

Stop losing up to 23% on complex repairs. Protect your budget before money moves.

The Project.

Detect Anomalies. Defend Spend. In Real Time.

Detect Anomalies. Defend Spend. In Real Time.

FendrAI is the first real-time spend assurance platform built with Canada’s world-leading AI talent. We verify every complex invoice before payment by linking it to pre-repair condition reports, original estimates, compliance rules, and peer benchmarks.

The Project.

Detect Anomalies. Defend Spend. In Real Time.

FendrAI is the first real-time spend assurance platform built with Canada’s world-leading AI talent. We verify every complex invoice before payment by linking it to pre-repair condition reports, original estimates, compliance rules, and peer benchmarks.

Why use FendrAI

Why use FendrAI

Why use FendrAI

Stop Losing Up to 23% on Repairs You Should Not Be Paying For

Stop Losing Up to 23% on Repairs You Should Not Be Paying For

In a recent review of several high-value repair invoices, 23 percent of the total cost was linked to over-repairs or out-of-scope work. With an average invoice total of $9,750, that is $2,242 per invoice. At a volume of 1,000 invoices per month, that is about $2.24 million per month or about $26.9 million per year in avoidable costs.

0%

01

Average overspend detected in complex repair invoices

Enough savings to reinvest in fleet expansion, upgrades, or operations.

0%

01

Average overspend detected in complex repair invoices

Enough savings to reinvest in fleet expansion, upgrades, or operations.

0%

01

Average overspend detected in complex repair invoices

Enough savings to reinvest in fleet expansion, upgrades, or operations.

Why Use FendrAI

Why Use FendrAI

Why Use FendrAI

The Intelligence Layer Between Approval and Payment.

The Intelligence Layer Between Approval and Payment.

Most AP systems and industry platforms move invoices from approval to payment without confirming if the work matches what was approved or what the asset’s pre-repair condition showed. That’s where overspend happens, budgets slip, disputes start, and vendor trust erodes.

FendrAI closes that gap with AI-powered verification.

01

Reads and maps invoices down to each repair operation, even with vague headings, multiple supplements, and mixed formats.

01

Reads and maps invoices down to each repair operation, even with vague headings, multiple supplements, and mixed formats.

01

Reads and maps invoices down to each repair operation, even with vague headings, multiple supplements, and mixed formats.

02

Links every cost to the approved work, OEM or industry guidelines, and customer-specific policies.

02

Links every cost to the approved work, OEM or industry guidelines, and customer-specific policies.

02

Links every cost to the approved work, OEM or industry guidelines, and customer-specific policies.

03

Matches every billed item to pre-repair condition reports and original estimates to detect out-of-scope or inflated work.

03

Matches every billed item to pre-repair condition reports and original estimates to detect out-of-scope or inflated work.

03

Matches every billed item to pre-repair condition reports and original estimates to detect out-of-scope or inflated work.

04

Breaks down lumped charges like Paint Materials into rate × hours, flags high-labor repair methods, and benchmarks against peer and historical data.

04

Breaks down lumped charges like Paint Materials into rate × hours, flags high-labor repair methods, and benchmarks against peer and historical data.

04

Breaks down lumped charges like Paint Materials into rate × hours, flags high-labor repair methods, and benchmarks against peer and historical data.

Budgets Are Being Drained by Invisible Invoice Errors

Across fleets, construction, telecom, and healthcare, complex invoices hide extra charges, ambiguous line items, and costly method choices that slip through before payment.

Across fleets, construction, telecom, and healthcare, complex invoices hide extra charges, ambiguous line items, and costly method choices that slip through before payment.


  • Hidden changes make it impossible to see what actually changed between revisions.

  • Lumped charges mask the true cost per unit of labor or materials.

  • Vendors often choose high-margin repairs over cost-efficient replacements.


  • Hidden changes make it impossible to see what actually changed between revisions.

  • Lumped charges mask the true cost per unit of labor or materials.

  • Vendors often choose high-margin repairs over cost-efficient replacements.

FendrAI®

FendrAI®

FendrAI®

Complex Invoices: The Hidden Threat to Your Budget

Complex Invoices: The Hidden Threat to Your Budget

Across fleets, construction, telecom, and healthcare equipment, complex invoices create hidden risks that erode budgets, slow closes, and reduce vendor accountability.

Across fleets, construction, telecom, and healthcare equipment, complex invoices create hidden risks that erode budgets, slow closes, and reduce vendor accountability.

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Cost Savings:

Average Overspend Detected: 23%

Source:

Based on FendrAI’s analysis of multiple high-value fleet repair invoices.

$2.24m

Potential Monthly Savings: $2.24M+

For fleets processing 1,000 invoices per month at an average value of $9,750.

Become an Early Access Partner

Become an Early Access Partner

Become an Early Access Partner

EARLY ACCESS PROGRAM

What you gain:

Join a select group of organizations helping shape the future of complex invoice assurance. Early Access Partners get exclusive tools, insights, and direct influence over the platform before public launch.

Join a select group of organizations helping shape the future of complex invoice assurance. Early Access Partners get exclusive tools, insights, and direct influence over the platform before public launch.

What’s Included in Early Access

  • Historical invoice audit with full variance & compliance reporting

  • Pre-repair and estimate linkage analysis

  • Benchmarking against peer and historical repair costs

  • Insight into over-repair, out-of-scope work, and method bias

  • Monthly review sessions with our product team to refine features for your workflow


Your Early Access Benefits

  • Full Access to all beta features before public release

  • Custom Reports tailored to your fleet or operations

  • Direct Influence over roadmap priorities

  • Priority Support with a dedicated success manager

Program Duration: 6 months
Cohort Size: Limited to 5 partners

What’s Included in Early Access

  • Historical invoice audit with full variance & compliance reporting

  • Pre-repair and estimate linkage analysis

  • Benchmarking against peer and historical repair costs

  • Insight into over-repair, out-of-scope work, and method bias

  • Monthly review sessions with our product team to refine features for your workflow


Your Early Access Benefits

  • Full Access to all beta features before public release

  • Custom Reports tailored to your fleet or operations

  • Direct Influence over roadmap priorities

  • Priority Support with a dedicated success manager

Program Duration: 6 months
Cohort Size: Limited to 5 partners

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Dark gradiend background
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World-Class R&D, Applied to a Real-World Problem

World-Class R&D, Applied to a Real-World Problem

This collaboration enables us to:

  • Apply the latest in machine learning, natural language processing, and document intelligence

  • Train models on real-world invoice, estimate, and pre-repair data rather than synthetic samples

  • Deliver enterprise-grade accuracy, security, and scalability from the start

Canada is home to some of the most influential AI research institutions and talent in the world. FendrAI is built in collaboration with leading national research programs and top universities, combining advanced academic research with commercial data from our design partners.

FAQ.

FAQ.

Got questions? We’ve got answers. Here’s everything you need to know about FendrAI, our Early Access Program, and how we work.

How does FendrAI detect overspend?
icon

FendrAI links every line item on an invoice to its corresponding pre-repair condition report, original estimate, and compliance guidelines. This exposes hidden changes, lumped charges, and method bias before payment.

What’s included in the Early Access Program?
icon

Early Access Partners get full variance and compliance reporting on historical invoices, pre-repair linkage analysis, benchmarking, and direct input into our product roadmap.

Which industries can use FendrAI?
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While we’re starting with fleet body shop repairs, our platform is built for any industry with complex, scope-based invoices, including construction, telecom, and healthcare equipment.

How quickly can we see results?
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Most partners see clear overspend patterns within weeks of uploading historical invoices. ROI projections are available after your first analysis cycle.

How is our data handled?
icon

All data is encrypted in transit and at rest, stored securely in compliance with industry best practices. We never share partner data without explicit permission.

How do I become an Early Access Partner?
icon

Submit your application via our Early Access form. We’ll review it within two business days and provide next steps if selected.

How does FendrAI detect overspend?
icon

FendrAI links every line item on an invoice to its corresponding pre-repair condition report, original estimate, and compliance guidelines. This exposes hidden changes, lumped charges, and method bias before payment.

What’s included in the Early Access Program?
icon

Early Access Partners get full variance and compliance reporting on historical invoices, pre-repair linkage analysis, benchmarking, and direct input into our product roadmap.

Which industries can use FendrAI?
icon

While we’re starting with fleet body shop repairs, our platform is built for any industry with complex, scope-based invoices, including construction, telecom, and healthcare equipment.

How quickly can we see results?
icon

Most partners see clear overspend patterns within weeks of uploading historical invoices. ROI projections are available after your first analysis cycle.

How is our data handled?
icon

All data is encrypted in transit and at rest, stored securely in compliance with industry best practices. We never share partner data without explicit permission.

How do I become an Early Access Partner?
icon

Submit your application via our Early Access form. We’ll review it within two business days and provide next steps if selected.

How does FendrAI detect overspend?
icon

FendrAI links every line item on an invoice to its corresponding pre-repair condition report, original estimate, and compliance guidelines. This exposes hidden changes, lumped charges, and method bias before payment.

What’s included in the Early Access Program?
icon

Early Access Partners get full variance and compliance reporting on historical invoices, pre-repair linkage analysis, benchmarking, and direct input into our product roadmap.

Which industries can use FendrAI?
icon

While we’re starting with fleet body shop repairs, our platform is built for any industry with complex, scope-based invoices, including construction, telecom, and healthcare equipment.

How quickly can we see results?
icon

Most partners see clear overspend patterns within weeks of uploading historical invoices. ROI projections are available after your first analysis cycle.

How is our data handled?
icon

All data is encrypted in transit and at rest, stored securely in compliance with industry best practices. We never share partner data without explicit permission.

How do I become an Early Access Partner?
icon

Submit your application via our Early Access form. We’ll review it within two business days and provide next steps if selected.

Apply to Become an Early Access Partner

By submitting, you agree to our Terms and Privacy Policy.

Partner with Us.

Early Access Partners get:

  • Historical invoice audit with variance & compliance reporting

  • Pre-repair and estimate linkage analysis

  • Custom benchmarking against peer and historical data

  • Monthly review sessions with our product team

  • Priority support and roadmap influence

Quick response.

We’ll review your application and reach out within two business days.

Clear next steps.

Approved partners receive a kickoff meeting and onboarding guide.

Apply to Become an Early Access Partner

By submitting, you agree to our Terms and Privacy Policy.

Partner with Us.

Early Access Partners get:

  • Historical invoice audit with variance & compliance reporting

  • Pre-repair and estimate linkage analysis

  • Custom benchmarking against peer and historical data

  • Monthly review sessions with our product team

  • Priority support and roadmap influence

Quick response.

We’ll review your application and reach out within two business days.

Clear next steps.

Approved partners receive a kickoff meeting and onboarding guide.

Apply to Become an Early Access Partner

By submitting, you agree to our Terms and Privacy Policy.

Partner with Us.

Early Access Partners get:

  • Historical invoice audit with variance & compliance reporting

  • Pre-repair and estimate linkage analysis

  • Custom benchmarking against peer and historical data

  • Monthly review sessions with our product team

  • Priority support and roadmap influence

Quick response.

We’ll review your application and reach out within two business days.

Clear next steps.

Approved partners receive a kickoff meeting and onboarding guide.