Why are industrial distributors invisible to AI search tools?

Most industrial distributor product pages carry content copied word-for-word from supplier PDFs. That same content appears on hundreds of other distributor sites. AI search tools cannot distinguish one distributor from another when the content is identical, so they either cite the distributor who wrote unique content or return no result at all. The distributor with generic, duplicated content is excluded from AI search results entirely.

How does AI search work differently from Google keyword search?

In traditional keyword search, buyers type short terms like 'safety harness' or 'lockout kit.' In AI search, buyers describe their full situation: the jobsite, the regulation they need to meet, the budget, the timeline. The AI reads product pages across the web and surfaces the one that directly answers that specific question. Generic spec copy copied from a supplier sheet answers nothing. Buyer-intent content that references provincial regulations, compliance standards, and specific use cases answers everything.

What does the AI Visibility Audit cover?

The audit covers AI crawler access (GPTBot, ClaudeBot, PerplexityBot), LLMs.txt and robots.txt gaps, Google Merchant feed health, a top 5 competitor content comparison, duplicate content similarity scoring across the catalogue, schema markup gaps, and an AI overview ranking test across 10 buyer intent queries. It delivers a prioritized fix list and tier recommendation within 5 business days. The $500 audit fee is applied as a full credit toward any project tier.

Why does AI visibility require ongoing maintenance?

Google's AI overview citation criteria shifted three times in 2024 alone. New products arrive without optimized content. Competitors catch up. Monthly retainer keeps the catalogue current, schema valid, and AI overview rankings tracked so distributors are never caught behind a standard change their competitors have already handled.

Your competitors are invisible to AI. You are what AI recommends.

B2B AI Visibility
Duplicate content doesn't just hurt your SEO. It eliminates you from AI entirely.

Every industrial distributor in Canada is running the same product content, copied word-for-word from the same supplier PDF. AI cannot distinguish you from the other 200 distributors selling that harness. efrain fixes that.

When a buyer asks an AI assistant which distributor carries CSA-certified fall protection rated for oil sands environments under $180 per unit, the AI scans product pages across the web looking for content that directly answers that question. If your product page says the same thing as every other distributor, the AI has no basis to prefer you. It either cites the distributor who wrote unique content, or it returns no result at all.

The problem your competitors haven't figured out yet

Most distributor product pages were built for a search engine scanning keywords. AI search works differently. A buyer describes their full situation: the jobsite, the regulation they need to meet, the budget, the timeline. The AI reads every product page on the web and surfaces the one that directly answers that specific question. If your page only lists specs copied from a supplier sheet, it answers nothing.

Your current product page
Invisible to AI"3M Fall Protection full-body harness, D-ring, sub-pelvic strap, tongue buckle leg straps. ANSI Z359.11 standards."
⚠ Identical copy found on 100+ other distributor sites

After efrain AI Visibility
AI-ready"Built for trades workers in high-risk oil sands and refinery environments, the 3M full-body harness meets CSA Z259.10 and ANSI Z359.11. Required under Alberta OHS Code Section 139. The sub-pelvic strap prevents suspension trauma during rescue delay. Rated for workers up to 310 lbs with full gear."

How buyers actually search in AI. Not keywords but full intent.

What's the best fall protection harness for oil sands workers under $180 that meets Alberta OHS requirements?

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I need a CSA-approved respirator for wildfire smoke. My crew is working near the Peace River evacuation zone next week

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Which distributor near Fort McMurray carries lockout/tagout kits for a maintenance team of 12. We need next-day delivery

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Our warehouse had a near-miss with a forklift last month. What floor marking and barrier systems do I need to meet WorkSafeBC compliance?

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No one searches "smoke mask" or "safety harness" in AI. They ask in full sentences, with budgets, urgency, compliance requirements, and jobsite context. Generic product copy answers none of this.

How it works
Three steps. No dev team required.
Everything we deliver is upload-ready. Your team or your platform handles the publish.
01
AI Visibility Audit
‍We scan your site for crawler access, content duplication, schema gaps, Merchant feed health, and AI overview ranking across 10 priority queries. You receive a written report with a prioritized fix list and tier recommendation. Delivered in 5 business days.
02
Content and Schema Build
‍Based on your audit results and catalog size, we execute the appropriate tier: rewriting product content, building schema markup, optimizing your Merchant feed titles, drafting compliance FAQs, and producing LLMs.txt and robots.txt files. All deliverables are upload-ready.
03
Ongoing Maintenance
‍AI standards shift quarterly. New products need optimized content on arrival. Monthly retainer keeps your catalog current, your schema valid, and your AI overview rankings tracked — so you're never caught behind a standard change your competitors already handled.

Pricing

The AI Visibility Audit

Before we fix anything, we need to know exactly what's broken. The audit is a fixed-price diagnostic that gives you a clear picture of where you stand and what it will take to win in AI search.

AI Audit

$500/ one-time*

Fixed price.
*Applied as a full credit toward your AI Visibility project tier.

Coverage scope

AI crawler access check (GPTBot, ClaudeBot, PerplexityBot)
LLMs.txt and robots.txt gap assessment
Google Merchant feed health check
Top 5 competitor content comparison
Duplicate content similarity score across your catalog
Schema markup gap report (Product, FAQ, Organization)
AI overview ranking test. 10 buyer intent queries
Tier recommendation with projected scope and timeline

Get Started →

Choose your level of AI readiness

All tiers are delivered entirely without developer dependency. Every file, every piece of content, every schema block is upload-ready. Your team publishes. We produce.

AI Visibility Foundation

$1,500/ one-time

Up to 100 SKUs
+$1.00/SKU above 100 (max 300)

Coverage scope

LLMs.txt file — drafted, formatted, upload-ready
robots.txt audit + corrected file with AI crawler allowlist
Product description rewrite — up to 100 SKUs in buyer-intent language
5 product highlights per SKU for Google Merchant feed
Compliance and certification callouts (CSA, ANSI, NFPA, WorkSafeBC)
Duplicate content similarity audit with priority rewrite queue

Get Started →

AI Capture

$3,500/ one-time

Up to 250 SKUs
+$0.90/SKU above 250 (max 750)

Coverage scope

Everything in Tier 1
Product description rewrite scaled to 250 SKUs
Compliance FAQ content — top 5 categories, 10 Q&A pairs each
FAQ schema markup (JSON-LD) — written, validated, upload-ready
Use-case and buyer-persona content blocks per category
Google Merchant feed title optimization across all SKUs in scope
Custom label taxonomy — segment by margin, seasonality, compliance urgency
AI overview gap analysis — top 20 buyer-intent queries vs. competitors

Get Started →

AI Future Proof

$6,500/ one-time

Up to 500 SKUs
+$0.80/SKU above 500 / 1,000+ quoted

Coverage scope

Everything in Tiers 1 and 2
Product description rewrite scaled to 500 SKUs
Organization schema (JSON-LD) — written and validated
HowTo schema for 3 safety procedure content pieces
Entity authority content — About, team, certifications, service area copy
Topical authority blog cluster — 1 pillar article + 4 supporting pieces
Internal linking map — category to product to compliance content
Merchant feed health audit with full disapproval remediation
AI overview gap analysis — top 50 buyer-intent queries

Get Started →

AI readiness isn't a one-time project

Google's AI overview citation criteria shifted three times in 2024 alone. New products arrive without optimized content. Competitors catch up. The retainer keeps you ahead — not just compliant at launch.

Maintain

$750/ monthly

Coverage scope

10 new or updated SKU rewrites per month
Monthly AI overview ranking check — 10 queries
robots.txt and LLMs.txt updates as standards evolve
Monthly 30-minute strategy call

Get Started →

Grow

$1,500/ monthly

Coverage scope

25 new or updated SKU rewrites per month
1 new FAQ content block per month
Monthly AI overview ranking check — 25 queries
Merchant feed title updates for new products
Schema updates as Google requirements shift
Monthly written performance report

Get Started →

Dominate

$2,500/ monthly

Coverage scope

50 new or updated SKU rewrites per month
2 FAQ or HowTo content blocks per month
1 blog article per month — pillar or cluster
Monthly AI overview ranking check — 50 queries
Full Merchant feed monitoring and optimization
Proactive AI standard monitoring — you hear it before your competitors act
Bi-weekly 30-minute strategy call

Get Started →

Got it.

efrain will follow up within one business day. Most distributors in your market are invisible to AI search today. We'll show you exactly where you stand.

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Your competitors are invisible to AI. You are what AI recommends.

B2B AI Visibility

The AI Visibility Audit

AI Audit

$500/ one-time*

Choose your level of AI readiness

AI Visibility Foundation

$1,500/ one-time

AI Capture

$3,500/ one-time

AI Future Proof

$6,500/ one-time

AI readiness isn't a one-time project

Maintain

$750/ monthly

Grow

$1,500/ monthly

Dominate

$2,500/ monthly