10 AI agent workflows that turn B2B catalogs into leads

These 10 workflows help B2B catalogs guide buyers and route richer leads.

Complex B2B catalogs get easier to sell when AI agents handle discovery, qualification, and routing. Threekit says a guided agent can cut product selection time by up to 60%.

Item	Primary job	Best outcome
Intent-to-Lead	Capture intent and context	Dealer-ready leads
Natural Language Discovery	Translate plain language	Faster product matching
Photo-to-Configuration	Read uploaded images	Quick replacement matches
Bundle Builder	Suggest complete solutions	Higher average order value
Qualification Agent	Collect budget and timing	Better lead scoring
Dealer Routing	Send leads to the right partner	Faster follow-up
Self-Service Configuration	Let buyers configure alone	Less rep dependency
Proposal Generation	Format quotes and summaries	Cleaner sales handoff
Inventory-Aware Recommendation	Favor in-stock items	Fewer stock delays
Multi-Persona Experience	Adapt by audience	Better fit for each visitor

1. Threekit Intent-to-Lead Workflow

This workflow turns anonymous browsing into a qualified sales motion. The agent asks follow-up questions, applies catalog rules, and attaches product context before a lead reaches a dealer.

It is built for manufacturers that sell through dealers, distributors, or both. The payoff is simple: fewer generic form fills, more leads with selections, budget signals, and conversation history.

• Guided selling in plain language
• Visual configuration in 2D, 3D, or AR
• Lead enrichment with viewed products and intent signals
• Deployment across website, dealer portal, and distributor catalog

2. Natural Language Discovery Workflow

This workflow helps buyers describe what they need without learning part numbers first. A visitor can type a technical need in everyday language, and the agent narrows the catalog to valid matches.

It works well when the buyer knows the problem but not the SKU. That makes it useful for both end customers and dealers who need to search across large product lines quickly.

• Handles ambiguous requests like pressure, environment, or size constraints
• Uses clarifying questions to narrow the field
• Maps plain language to technical attributes

3. Photo-to-Configuration Workflow

This workflow lets a dealer upload a job-site image and get a product match. The agent reads the image, identifies the category, and suggests a replacement or upgrade path.

It is a strong fit for field service and replacement sales, where speed matters and no one wants to search a catalog on a phone. The main tradeoff is that image quality affects accuracy.

• Image-based product identification
• Replacement matching for worn components
• Upgrade suggestions for newer or higher-margin models

4. Bundle Builder Workflow

This workflow moves buyers from a single SKU to a complete solution. Instead of stopping at the primary product, the agent suggests accessories, compatible items, and everything needed to finish the job.

That matters in categories where missing accessories create support calls or delayed installs. It also gives sales teams a cleaner path to larger orders because the bundle is built into the conversation.

• Surfaces required and optional add-ons
• Checks compatibility before quote generation
• Can steer toward higher-margin alternatives

5. Qualification Agent Workflow

This workflow captures the buying signals that make a lead useful. Instead of sending a dealer a name and email, it collects timeline, budget, and decision-maker detail before routing the contact.

That extra context changes the first call. Dealers can prioritize real opportunities sooner, and sales teams spend less time sorting weak inquiries from serious ones.

• Timeline capture for urgency
• Budget signaling for lead scoring
• Decision-maker prompts for buying authority

6. Dealer Routing Workflow

This workflow sends qualified leads to the right channel partner based on geography, specialty, or account rules. It is useful when one manufacturer works with many dealers and needs tighter lead distribution.

Without routing logic, good leads can stall or land with the wrong partner. With routing in place, the buyer reaches someone who can actually quote, stock, or install the product.

• Geography-based assignment
• Expertise-based partner selection
• Rule-driven distribution for dealer networks

7. Self-Service Configuration Workflow

This workflow lets buyers configure products on their own without waiting for a rep. The agent guides the process, checks constraints, and keeps the buyer inside valid options.

It is a good fit for teams that want to reduce rep dependency while still protecting accuracy. Buyers move faster, and reps spend more time on complex deals instead of routine configuration.

• Buyer-led product setup
• Constraint checking during configuration
• Less back-and-forth with inside sales

8. Proposal Generation Workflow

This workflow turns selected products into a formatted proposal or solution summary. It gives dealers and reps a cleaner handoff than a raw cart or a loose list of SKUs.

For B2B sales, that matters because proposal quality affects speed and confidence. When pricing context and product details are already organized, the next step is easier for everyone.

• Formatted solution summaries
• Selected products with pricing context
• Cleaner handoff to sales or dealer teams

9. Inventory-Aware Recommendation Workflow

This workflow favors products that are in stock and available now. It can also steer buyers toward higher-margin items when more than one option fits the request.

That helps reduce quote delays and avoids recommending items that create fulfillment problems. It is especially useful when supply constraints or margin goals matter as much as product fit.

• Stock-aware product ranking
• Availability-first recommendations
• Margin-aware alternative suggestions

10. Multi-Persona Experience Workflow

This workflow adapts the same agent for different audiences, such as homeowners, dealers, architects, and reps. Each group gets language, prompts, and guidance that match how they buy.

That flexibility matters because one catalog often has many users with different goals. A homeowner wants reassurance, while a dealer wants speed and a rep wants qualification detail.

• Audience-specific prompts and copy
• Shared catalog logic across roles
• Better fit for mixed B2B and B2C journeys

How to decide

If your biggest problem is lead quality, start with Intent-to-Lead or Qualification Agent. If buyers struggle to describe what they need, Natural Language Discovery is the better first step. If your field team works from photos, Photo-to-Configuration will save the most time.

For teams trying to raise order value, Bundle Builder and Inventory-Aware Recommendation are the strongest fit. If your channel model is complex, Dealer Routing and Multi-Persona Experience help the right people see the right offer at the right moment.