Maestro owns substitution as a demand-recovery goal, not an out-of-stock page
Substitute is a workflow Maestro owns end-to-end. When a customer's preferred product is unavailable, it reasons over brand affinity, usage, and price sensitivity to offer the alternative they'll actually want, on the stack you already run.
Elena Vasquez
The Signal
Replenishment workflow detected out-of-stock product
Maestro's replenishment workflow 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.
Substitutes evaluated
Olaplex No.5 Conditioner
same tierWhy This Customer, Why Now
Preferred product out of stock, replenishment cycle due in 2 days
38%Strong brand-family affinity (Olaplex), same-line substitute available
32%Price sensitivity score 0.12, willing to pay within +/-15% range
18%The problem with out-of-stock
An empty shelf sends customers to competitors
Generic "out of stock" pages and popularity-based swaps drive customers away. Without understanding what a customer actually values, brand, size, formulation, price, every stockout is lost demand that rarely comes back.
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 substitutes
What owning substitution means
Substitution is a goal. Maestro owns the whole thing.
Recovering a stockout isn't a 'similar items' rail. It's a business goal made of availability signals, per-customer preference reasoning, a ranked alternative, and the reason it fits. Maestro owns the goal and runs each piece per customer.
The goal Maestro owns
Turn every out-of-stock moment into a recovered sale on a product that's actually on the shelf.
In Replenit, substitution is a workflow Maestro owns end-to-end: the instant a needed product is unavailable, it reasons over each customer's preferences to offer the alternative they'll actually accept, with the reason attached.
What owning replaces
Owning the goal means owning every fragment underneath it
A legacy team hand-builds and maintains each of these separately. Maestro owns the business goal, so it runs all of them as one continuous decision, per customer.
Availability monitoring
A live read on stockouts and discontinuations across your catalog, per customer need.
Preference reasoning
Each customer's brand, format, and price tolerance, so the swap feels right.
Alternative ranking
The best in-stock option for this individual, not a popularity list.
Reason generation
The why-it-fits that makes a substitute read as hand-picked, not a fallback.
Journey timing
Delivery inside the customer's natural buying window, often triggered by replenishment.
Cross-workflow awareness
Coordination with replenishment, cross-sell, churn, and winback so the swap fits the moment.
How Maestro runs it
Detect. Reason. Recover.
Maestro runs the substitute workflow the instant a product becomes unavailable, reasoning about each customer to offer an alternative that feels hand-picked.
Availability detection
Maestro monitors availability across your catalog. When a product goes unavailable or is discontinued, the substitute workflow activates with full context.
Customer profile analysis
Using synthetic data generation, it reasons about brand affinity, usage patterns, price sensitivity, and history to find the most relevant alternative.
Serves the active workflow
It collaborates with replenishment, cross-sell, churn, and winback so the substitute lands at the right moment in the journey.
Intelligent delivery
The best alternative is delivered on your channels with reasoning that explains why it matches the customer's needs.
The concierge experience
One decision becomes a swap that feels hand-picked
This is the substitute workflow's output for a single customer: an email Maestro composed the instant a needed product went out of stock, offering the alternative they'll actually want.
Concierge at your brand
A same-line match, ready to ship now
Elena, your Olaplex is back-ordered, here's the fix
Hi Elena,
Your usual Olaplex is temporarily out of stock, right as you're due for a refill.
The No.5 Conditioner is from the same line at the same tier, so your routine doesn't skip a beat while we restock.
Olaplex No.5 Conditioner
same tierWhy Maestro wrote this
Every line is a decision, not a template
This message was composed for one customer from live memory. Nobody built a flow, wrote the copy, or picked the product — Maestro reasoned it end to end.
Triggered by a real stockout
The replenishment workflow flagged the preferred product OOS with a refill due in two days.
Matched to affinity
Strong Olaplex brand-family affinity made a same-line substitute the natural pick.
Priced within tolerance
Price sensitivity of 0.12 keeps the swap inside this customer's +/-15% comfort range.
The same decision renders to onsite, app, and SMS, each on-brand, from one reasoning pass.
Skills inside the workflow
The skills Maestro reaches for to own substitution
Owning the workflow means orchestrating the granular skills underneath it. Maestro composes these per customer so you never wire them together by hand.
Availability monitoring
Tracks stockouts and discontinuations across the catalog and ties them to real customer need.
Preference reasoning
Reads each customer's brand, format, and price tolerance so the alternative feels right.
Alternative ranking
Ranks in-stock options for this specific customer, not by store-wide popularity.
Reason generation
Writes the why-it-fits that makes a substitute read as hand-picked.
Journey timing
Delivers inside the customer's natural buying window, often triggered by replenishment.
Cross-workflow awareness
Coordinates with replenishment, cross-sell, churn, and winback so the swap fits the moment.
Owned by Maestro
Substitution is one workflow Maestro owns
Maestro is the AI CRM Manager that reasons, remembers, and decides for every customer. It owns the substitute workflow end-to-end, most often triggered by replenishment, using shared memory so the alternative fits the exact moment in the customer's journey.
Enrich data
Maestro holds brand, size, and price preferences in memory.
Own the goal
A stockout on a needed product runs the substitute workflow.
Decide 1:1
It reasons over affinities to pick the alternative they'll want.
Execute
The substitute is delivered on your stack with reasoning.
Remember
Acceptance or rejection sharpens future substitutions.
The full orchestra
Maestro owns the Substitute workflow alongside every other workflow
One brain owns every workflow on a single shared memory, so the plays never conflict and every message to a customer is the single best next action.
Comparison
Apology pages vs. an owned workflow
The same job, run two very different ways. See what changes when Maestro owns substitution instead of a stockout owning the outcome.
Apology pages and generic alternates
When a SKU goes out of stock, most storefronts surface an apology, a 'notify me' form, or a generic 'similar items' rail driven by category. The customer with intent in their hand walks. The lost-sale moment is treated as inventory's problem, not as a recoverable revenue event.
- Apology page or generic similar-items rail
- Recovery logic ends at the cart screen
- Stockout treated as inventory loss by default
Affinity-mapped substitution
Maestro owns the whole recovery goal and treats every stockout as a decision: which alternative in your assortment does this specific customer actually want, given their brand affinity, format preference, and prior behaviour? The substitute is offered with reasoning visible, and the sale moves to a SKU that is actually on the shelf.
- Per-customer alternative ranked on affinity
- Reasoning surfaced to the shopper at the moment
- Stockout converted to a recovered sale, not lost
Proof
Demand recovered with Maestro
Leading retailers turn stockouts into sales with Maestro's decision intelligence.
Mom & BabyMumzworld Unlocked 42X ROI with Replenit's AI Decision Engine
Read the Mumzworld case study
Pet RetailKito Pet Achieves 14X ROI With 1-Day Shopify Integration
Read the Kito Pet case study
Beauty & CosmeticsFaith In Nature Drives 12.71% Total Revenue With Replenit
Read the Faith In Nature case study
Beauty & CosmeticsEscentual Achieves Double Digit ROI Through AI-Powered Decision Intelligence
Read the Escentual case study
Beauty & CosmeticsL'Occitane Elevates Post-Purchase Revenue by 235%
Read the L'Occitane case study
Mom & Babyebebek's Strategic AI Transformation with Decision Intelligence
Read the ebebek case studyMom & BabyHow Mumzworld Runs an AI CRM Manager on Braze, +100X ROI
Read the Mumzworld case study
Online GroceryGlosel Increase Marketing Automation Revenue by 53%
Read the Glosel case study
Multicategory RetailIBOOD, From Zero to 6.3% Revenue Share in 54-Day
Read the iBOOD case study
WellnessOvabalance Grows Repeat Revenue 340% With Decision Engine
Read the Ovabalance case study
PharmaFarmex Achieves 61X ROI and 12X Higher Conversion With Replenit
Read the Farmex case studyYour data. Your stack. Live in 14 days.
Maestro's substitute workflow works directly on your existing stack. No migration, no rearchitecting.
Autonomous production in 14 days
Go from kickoff to a live, stockout-recovering workflow in two weeks.
Plug & play integration
Native connectors sync customer, product, and inventory data instantly.
Total control & guardrails
You set the substitution rules and guardrails. Maestro reasons within them.
FAQ
Substitute questions
It owns the substitute workflow and reasons over each customer's brand affinity, usage patterns, and price sensitivity, using synthetic data generation, to choose the alternative that specific customer is most likely to accept.
The instant a needed product is unavailable, most often flagged by the replenishment workflow, so the substitute reaches the customer inside their natural buying window.
No. Every substitute carries reasoning explaining why it matches, so it reads as hand-picked rather than a fallback.
Around 14 days from kickoff to a live, autonomous substitute workflow on your data.
Related concept: What is a Lifecycle Workflow?
Get Started
Turn every stockout into the next best sale
Put Maestro's substitute workflow to work and recover demand you're currently losing to empty shelves.
Customer Lifecycle Moments
Explore how Replenit's AI agents optimize every stage of the customer journey