Substitute Agent

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

Elena Vasquez

#24891Substitute
2days to engage

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

Olaplex No.5 Conditioner

same tier
Brand Match

Why 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%
Confidence91

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.

Same brand lineUsage patternRestocking soonNutritional profileDiscontinued itemSame formulation
The Substitute Agent never acts alone. It collaborates with any active agent, Replenishment, Cross-Sell, Churn, Winback, and Promotion, to recommend the best alternative at the right moment in each customer's journey.
CustomerContextSubstituteTiming
E
Elena
Olaplex No.4 Shampoo
Same brand line
Olaplex No.5
Brand Match
02d
M
Marcus
Huggies Size 4
Usage pattern
Huggies + Wipes
Size Upgrade
05d
S
Sofia
Lavazza Oro Beans
Restocking soon
No Substitute
Back in Stock
today
J
James
Protein Powder 2kg
Nutritional profile
Whey Isolate 2kg
Category Match
08d
A
Aisha
KIVIK Sofa Cover
Discontinued item
KIVIK Ottoman
Winback Alt
30d
O
Oliver
Face Cleanser 200ml
Same formulation
Face Cleanser 150ml
Size Variant
03d

Why It Matters

The Cost of Out-of-Stock Dead Ends

Intelligent substitutes recover lost revenue and protect customer lifetime value.

68%

of customers leave when their product is unavailable

4.2X

higher conversion with intelligent substitutes vs generic

42%

of OOS revenue is permanently lost without alternatives

+37%

recovered revenue with AI-powered substitute recommendations

Substitute Strategy

Intelligent Alternative Selection

The agent selects the optimal substitute type for each customer scenario.

Substitute Types
01

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
02

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
03

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.

01

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.

02

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.

03

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.

04

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.

Fully autonomous, no manual configuration required

Comparison

Traditional OOS Handling vs. Replenit

See the difference between dead-end stock-outs and AI-powered substitute intelligence.

CapabilityTraditionalWith Replenit
OOS Response
Generic 'out of stock' page or no alternatives shown
Instant, personalized substitute based on customer profile
Recommendation Logic
Random or popularity-based product suggestions
Synthetic data generation analyzing preferences and affinity
Personalization
Same alternatives for all customers
Individual substitutes based on usage, brand, and price sensitivity
Collaboration
Standalone, no awareness of customer journey
Works with replenishment, cross-sell, churn, and winback agents
Revenue Recovery
~10-15% of OOS revenue recovered
4.2X higher conversion vs generic alternatives
Customer Experience
Frustrating dead-ends that drive customers away
Intelligent alternatives that feel hand-picked
LOG_01VERIFIED

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.

Jennifer Blease-Williams
Jennifer Blease-Williams
Digital Marketing Lead, Faith In Nature
LOG_02VERIFIED

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.

Rakesh Aggarwal
Rakesh Aggarwal
CEO, Escentual

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.

01

Autonomous Production in 14 Days

Go from kickoff to a live, revenue-generating decision engine in just two weeks.

02

Plug & Play Integration

Native connectors sync your customer, product, and order data instantly without rearchitecting your stack.

03

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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