It understands your purchase behavior, finds friction points in the funnel, and optimizes offers, CTAs and personalization in a single conversation, instead of a separate analytics tool. Whether in chat facing the landing page or directly at the section, trigger or segment rule in Studio: you describe the goal, the agent proposes the optimization, you decide what goes live.
Dynamic coupons, FOMO triggers, personalization by purchase probability: everything runs through the same role, with the same approval rules.
Larry AI takes on the role of the Conversion Agent
AI ENGAGEMENT & CONVERSION
AI Engagement & Conversion at Laioutr is the AI-driven activation of pop-ups, coupons and forms, directly in the Cockpit of the frontend platform.
The Conversion Agent is not a generic A/B testing tool. It knows your purchase probabilities, segments and trigger rules, and only proposes optimizations that fit your conversion strategy. Instead of individual test ideas, it steers entire campaigns, checked against margin and brand rules before anything goes live.
Margin-protected, not blanket
Discounts and incentives are dosed dynamically, never as a fixed coupon for everyone.
Real-time, not batch reports
The agent reacts to purchase probability in real time, not only in weekly reporting.
Reviewed before every go-live
Every optimization runs through the same approval workflow as any other change in Studio.
Precision, not blanket discounts
Blanket discounts are no longer a fallback with Laioutr AI Engagement & Conversion.
Define an audience once, personalize everywhere
Define a customer segment once, and the Conversion Agent proposes matching offers, triggers and messages for each segment, tuned to purchase probability and behavior. You review side by side, approve per segment, and nothing goes live unreviewed.
This is where the real difference to a classic discount campaign lies:
A rulebook the agent actually follows
Trigger limits, coupon upper and lower bounds and approval levels stay fixed across every storefront. You define the rules once, the agent applies them to every proposal and flags cases where it's unsure, instead of guessing.
APPROVAL WORKFLOW
Every optimization has a status. Nothing happens silently.
Draft, changed, live
Whether the agent works autonomously or you give it a direct instruction, every change runs through the same three-stage status model. You always see what's proposed, what's already been touched and what's actually live, and every step stays fully traceable in the version history.
The agent has proposed an optimization. Nothing on the live storefront has changed. You see the proposal in detail and decide whether it fits.
You've approved the proposal or adjusted it yourself. The change is ready, but still waiting to be published, alone or as part of a batch.
Published and active for the matching segments. Every live version stays linked to the version it originated from, a rollback takes seconds.
TOUCHPOINTS
Every kind of optimization, one role.
The Conversion Agent works everywhere purchase decisions are made: product detail page, cart, checkout, landing pages. The same role, the same approval model, everywhere.
Pop-ups & FOMO offers
Adjust dynamic offers and triggers right at the point where the purchase decision is made.
Coupon overlays
Reduce abandonment with targeted, situational incentives, instead of a blanket discount for everyone.
Newsletter forms
Build campaign pages with built-in conversion logic in chat, section by section.
AI-DRIVEN ACTIVATION
What the Conversion Agent can actually do.
Six capabilities, one consistent role across your entire conversion strategy.
Purchase probability
The agent calculates for every situation how likely a purchase is, from product, behavioral and order data.
Dynamic coupons
Discount size and incentive are dosed situationally, instead of a blanket code for everyone.
FOMO pop-ups
Time-critical offers appear exactly at the moment of highest impact, not on every page view.
Dynamic forms
Messages and offers automatically adapt to the respective customer segment.
Time-triggered displays
The agent proposes test variants, evaluates them and rolls out the better variant in a targeted way.
Contribution margin protection
The agent independently finds friction points in the purchase funnel and proposes concrete fixes.
COST COMPARISON
What conversion optimization costs today, without an agent.
A/B testing tools, manual campaign upkeep, margin given away through blanket discounts: the figures below are illustrative, but the direction is real.
Compare differences | Manuelle Conversion-Optimierung | Laioutr Conversion Agent |
|---|---|---|
Was sich operativ verändert Drei typische Herausforderungen, die heute Zeit und Marge kosten — und mit dem Laioutr Conversion Agent zur Selbstverständlichkeit werden. Die Größenordnungen stammen aus echten Kunden-Setups, keine Marketing-Werte. | ||
Rabatte und Anreize dosieren Pauschale Codes statt situativer Steuerung. | Ein Rabatt-Code für alle, hoher Anteil verschenkter Marge bei Kund:innen, die ohnehin gekauft hätten. | Rabatthöhe wird dynamisch aus Kaufwahrscheinlichkeit berechnet, Marge bleibt geschützt. |
A/B-Tests aufsetzen und auswerten Testvarianten als Unterhaltung statt separates Tool. | Separates Testing-Tool, manuelle Auswertung, Wochen bis zur nächsten Iteration. | Testvarianten in Minuten vorschlagen, auswerten und die bessere Variante gezielt ausrollen. |
Funnel-Reibung finden Abbruchpunkte als selbstverständlicher Check statt Sonderprojekt. | Reibungspunkte fallen erst auf, wenn der Umsatz schon leidet, Analyse-Ressourcen für jede Untersuchung nötig. | Der Agent findet Reibungspunkte eigenständig und schlägt die Korrektur vor. |
VISION
One agent. Many roles. Larry AI.
The Conversion Agent is not a separate product bolted onto Laioutr. It's a role that Larry AI, Laioutr's platform AI, takes on within the same agentic frontend management layer that also controls content, layout and personalization. The same trust model, the same audit trail, the same platform, a different task.
The more roles Larry AI takes on within the platform, the more the line between "conversion work" and "platform work" blurs.
GUARDRAILS
The agent stays within the boundaries you set.
Minimum margin, allowed triggers, brand tone, legally required notices: you set the guardrails once. The agent proposes within them and flags anything it's unsure about, instead of guessing.
You control
- Upper and lower margin limits for discounts and incentives
- Which triggers and segments the agent may use
- Approval steps and who grants them
- Brand tone and legally required copy
The Conversion Agent delivers
- Proposals that already fit your margin and brand strategy
- A complete diff that you review before every go-live
- Flags on anything uncertain, instead of silent assumptions
- A complete, reversible history of every change
ADDITIONAL FEATURES
Built for teams working on conversion every day.
Five more things the Conversion Agent quietly handles in the background.
Scheduled campaign triggers
Seasonal offers or recurring trigger adjustments run on a schedule you set once.
Complete version history
Every agent change is versioned and reversible, on par with any manual adjustment in Studio.
Role-based permissions
Define which teams and users may control the agent, and which triggers it must never touch.
Cross-storefront rollout
Roll out an approved optimization to selected storefronts or markets, or hold it back per brand.
API access
Trigger conversion operations from your own tools and pipelines, not just from chat or Studio.
COMPOSABILITY
One agent, three access points.
Chat, Studio or API, your choice
The same Conversion Agent role is reachable no matter how your team works: in conversation facing a landing page, directly in the Studio schema at trigger and segment rule, or programmatically via the API. Same rules, same approval model, regardless of the entry point.
Via chat
Describe the optimization you want while looking at the page. The agent proposes it in detail.
Directly in Studio
Trigger the agent directly at the trigger, segment rule or coupon limit you're currently editing, without switching context.
Via API
Trigger conversion operations from your own systems and pipelines, backed by the same approval model.
“Does the agent give away margin?”
No. Discounts and coupons move within the margin limits you define. The agent proposes, it doesn't decide your pricing strategy.
“Can it go live without approval?”
Only if you allow it. The approval step is configurable: from “every change goes through review” to “automatically live within defined limits”.
“What if a test goes wrong?”
Every A/B test configuration and every segment rule is versioned. If a test performs poorly, the previous state can be restored with one click.
“Do we need additional tracking cookies?”
No. The agent uses product, cart and order data that already exists, no additional tracking layer and no separate consent management.
FAQ
Frequently asked.
Strategy call
Ready to turn your frontend into a control layer?
Show us your stack, your roadmap, your replatforming scenario, and we'll show you how Laioutr fits, what it costs, and how fast you go live.
"After 30 minutes, we knew Laioutr makes our replatforming feasible." - Daniel B., CEO, hygibox.de