Intelligent Alternatives That Expand
Every Decision
More choices mean more conversions. Replenit's Substitute Agent uses synthetic data generation to surface the most relevant alternatives based on usage patterns, brand affinity, and price sensitivity, whether a product is unavailable or the customer simply deserves better options.
Elena Vasquez
The Signal
Replenishment agent detected out-of-stock product
The Replenishment agent flagged this customer's preferred product as out-of-stock. Synthetic data generation analyzed brand affinity, usage patterns, and price sensitivity to identify the most relevant alternative the customer will actually want.
Best products to re-engage

Olaplex No.5 Conditioner
same tierWhy This Customer, Why Now
Preferred product out of stock, replenishment cycle due in 2 days
38%Customer has strong brand-family affinity (Olaplex), same-line substitute available
32%Price sensitivity score 0.12, willing to pay within ±15% range
18%What is Substitute Intelligence
Collaborative Substitute Intelligence
The Substitute Agent collaborates with any active agent to recommend the best alternative based on each customer's profile.
Instead of generic "out of stock" pages, the Substitute Agent uses synthetic data generation to reason about each customer's preferences and identify the most relevant substitute based on usage patterns, brand affinity, and price sensitivity.
Why It Matters
The Cost of Out-of-Stock Dead Ends
Intelligent substitutes recover lost revenue and protect customer lifetime value.
of customers leave when their product is unavailable
higher conversion with intelligent substitutes vs generic
of OOS revenue is permanently lost without alternatives
recovered revenue with AI-powered substitute recommendations
Substitute Strategy
Intelligent Alternative Selection
The agent selects the optimal substitute type for each customer scenario.
Brand Alternative
Same brand family or product line substitutes when a specific variant is unavailable. Preserves brand loyalty and customer trust.
- Same-line product variants
- Brand family alternatives
- Maximum loyalty preservation
Same Need, Different Product
Identifies alternatives that serve the same purchase motive, matched by underlying need, functional equivalence, and customer intent.
- Purchase motive matching
- Functional need equivalence
- Price-tier-aware selection
Cross-Decision Alternatives
Expands the option set by feeding substitutes into every active agent decision, giving customers more relevant choices and maximizing conversion.
- Works with cross-sell, replenishment, engagement, winback, and churn
- More alternatives per decision, higher conversion
- Broader selection through full agent collaboration
How It Works
Four Autonomous Steps
From availability detection to intelligent substitute, fully autonomous, zero manual work.
Availability Detection
Replenit continuously monitors product availability across your catalog. When a product becomes unavailable or discontinued, the Substitute agent is immediately activated with full customer context.
Customer Profile Analysis
Using synthetic data generation, the agent reasons about each customer's preferences including brand affinity, usage patterns, price sensitivity, and purchase history to identify the most relevant substitute.
Collaborative Agent Integration
The Substitute Agent collaborates with any active agent including replenishment, cross-sell, churn, and winback, ensuring substitutes serve the right strategic purpose at the right moment in the customer journey.
Intelligent Substitute Delivery
The best alternative is automatically delivered through your existing channels with contextual reasoning, explaining why this substitute matches the customer's needs and preferences.
Comparison
Traditional OOS Handling vs. Replenit
See the difference between dead-end stock-outs and AI-powered substitute intelligence.
“We were dreaming about an automated solution that could cover all of our products and customers and Replenit jumped in with a fully automated and full coverage of our product portfolio.”

“I am thoroughly impressed with Replenit for several reasons. Their alignment with our vision was immediately apparent, making the decision to work with them a natural choice. Particularly, their capability to handle complex data sets and develop customized solutions to meet our specific requirements has been outstanding.”

CASE STUDIES

Mumzworld Unlocked 42X ROI with Replenit's AI Decision Engine

ebebek's Strategic AI Transformation with Decision Intelligence

L'Occitane Elevates Post-Purchase Revenue by 235%

Glosel Increase Marketing Automation Revenue by 53%

IBOOD, From Zero to 6.3% Revenue Share in 54-Day

Faith In Nature Drives 12.71% Total Revenue With Replenit

Ovabalance Grows Repeat Revenue 340% With Decision Engine

Farmex Achieves a 12X Conversion Boost With Replenit

Kito Pet Achieves 14X ROI With 1-Day Shopify Integration
Recognized by Industry Leaders




















Your Data. Your Stack. Live in 14 Days.
The Substitute Agent works directly on your existing stack. No migration, no rearchitecting.
Autonomous Production in 14 Days
Go from kickoff to a live, revenue-generating decision engine in just two weeks.
Plug & Play Integration
Native connectors sync your customer, product, and order data instantly without rearchitecting your stack.
Total Control & Guardrails
You define the commercial rules and agent guardrails. The AI runs autonomously, but always respects your boundaries.
Stop Losing Revenue to Out-of-Stock
Join leading brands using Replenit's Substitute Agent to turn unavailable products into revenue opportunities, collaborating with every agent in your ecosystem.
Trusted by Industry Leaders





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