What we deliver
Boost cart conversions and profits with predictive delivery promises at checkout and on product pages
Increase cart conversion & revenue
A global fashion brand was struggling with static, country-wide delivery estimates that reduced customer confidence, slowing checkout and reducing cart conversions. By implementing AI-powered delivery predictions, they optimized delivery promises, enabling faster purchase decisions and a measurable increase in conversion rates.
Boost direct purchases & margins
A leading consumer electronics brand needed to compete with third-party marketplaces and retail sites, while maintaining a positive brand experience. By integrating zip-code-specific delivery dates at checkout and on product pages, the retailer improved customer trust, reduced promise failures, and drove higher-margin direct sales.
Reduce service contacts & costs
A luxury fashion retailer faced high volumes of “Where is my order?” (WISMO) inquiries due to its complex fulfillment network. With AI-driven delivery promises that account for multi-node fulfillment, carrier capacity, and regional disruptions, the retailer reduced WISMO-related customer service requests and support costs, and optimized logistics efficiency.
Decrease cart abandonment
An omnichannel jewelry brand lacked early delivery transparency, causing high cart abandonment. By displaying real-time delivery promises on product pages, they increased engagement, reduced cart abandonment, and boosted conversion rates, without requiring checkout system modifications.
Delivery promises that build confidence and drive real results
Higher cart conversions
AI-driven delivery predictions give shoppers the confidence to complete purchases.
Faster checkout speed
Clear, accurate delivery dates and urgency cues reduce hesitation and accelerate buying decisions.
Prediction accuracy
Provide competitive delivery promises that convert and inspire consumer trust with an advanced machine learning model that continuously refines delivery dates using real-time logistics data.
Ready to get started?
Seize control of your delivery experience today
Predictive delivery promise
Boost cart conversion rates and trust across the customer journey
Accelerate buying decisions, increase direct purchases, and reduce cart abandonment and WISMO with intelligent real-time delivery predictions, offering full transparency and choice at every stage of the buying journey.

Key capabilities
Accurate delivery predictions with advanced machine learning
Deliver on your promises with AI-powered accuracy. Using real-time data from 1B+ of shipments, we predict delivery dates with precision so your customers can shop with confidence.
KEY FEATURES:
- A global dataset of over a billion shipments combined with historical fulfillment data ensures your brand promises are reliable.
- Multi-dimensional data points like zip codes, carrier metrics, and warehouse processing times deliver 92% accurate promise dates.
- Machine-learning model analyzes historical, real-time, and customer-specific data and past outcomes to continuously improve predictions.
Dynamic, real-time updates that customers can trust
Keep customers in the loop with updates that adapt to logistics changes, regional disruptions, and carrier performance so they always know exactly when to expect their order.
KEY FEATURES:
- Delivery promises are dynamically updated in real time, factoring in logistics changes and warehouse bottlenecks.
- Regional disruptions and carrier capacity are monitored to proactively predict delivery delays.
- Delivery timelines adapt based on fulfillment center efficiency, last-mile carrier performance, and localized shipping behaviors to ensure precise, region-specific accuracy.
Custom configurations that support your business needs
Tailor delivery promises, add urgency with countdowns, and support any delivery method—from ship-from-store to drop-shipping.
KEY FEATURES:
- Adjustable settings allow businesses to configure conservative, standard, or aggressive promise dates to meet customer and business needs.
- Optional urgency cues such as countdown timers (“Order within 2 hours to receive by April 14”) encourage faster purchases and drive higher conversion.
- Supports both single-node and multi-node fulfillment operations, including ship-from-store and drop-shipping.
Flexible APIs for accurate, seamless integration
Keep your post-purchase experience running smoothly with real-time delivery updates, precise zip-code-based accuracy, and seamless integrations.
KEY FEATURES:
- Low-latency API delivers instant promise date updates across product pages, checkout, and cart views, without disrupting the shopping experience or impacting site speed.
- Intuitive zip-code input captures precise shipping data to refine promise accuracy.
- Fully integrates with existing order management and logistics systems without disrupting front-end UX.
- Customer preference-based messaging to tailor updates based on preferred communication channels and engagement history.
Scalable and adaptable for global fulfillment
Provide your team with the flexibility to easily manage and adjust delivery promises.
KEY FEATURES:
- Supports multiple regions, carriers, and fulfillment models, from standard to express shipping.
- Works across omnichannel, DTC, and marketplace environments.
- Reduces reliance on IT teams by allowing eCommerce and logistics teams to self-configure promise settings.
Ready to get started? Transform your post-purchase experience today!
Built for Experience Designers dedicated to post-purchase excellence
With parcelLab’s post-purchase platform, brands can take full control of their delivery promise, order tracking, and customer communication to reduce WISMO, build trust, and create customers for life.
Your questions, answered
parcelLab’s machine learning model analyzes over a billion global shipments, historical fulfillment data, and real-time logistics updates to generate precise delivery date promises. It factors in zip codes, carrier performance, regional disruptions, and warehouse processing times to dynamically adjust estimates and provide customers with the most accurate expected delivery date at checkout and on product pages.
parcelLab’s AI-powered delivery predictions achieve 92% accuracy by continuously learning from real-time fulfillment data and past shipping outcomes. The system adapts as conditions change, monitoring carrier capacity, warehouse bottlenecks, and regional trends to ensure brands provide delivery dates that are both competitive and reliable.
Yes! Brands can configure delivery promises based on their operational strategy, selecting from conservative, balanced, or aggressive models. The system supports single-node and multi-node fulfillment, including ship-from-store, drop-shipping, and warehouse-based distribution, allowing retailers to tailor delivery dates to different shipping models and regional strategies.
Unlike traditional static delivery date tools, parcelLab offers dynamic, AI-powered predictions that continuously refine accuracy based on real-time logistics performance. With intuitive zip code input, carrier benchmarking, exception tracking, and proactive delay insights, parcelLab ensures brands provide realistic and competitive delivery predictions that improve checkout confidence and reduce cart abandonment.
An out-of-the-box API allows immediate technical product delivery. With another two weeks to train the machine learning algorithm with consumer and carrier data and configure warehouse and delivery methods, our customers can start to provide shoppers with a faster and more confident decision-making experience.
parcelLab’s dedicated and specialist implementation team of data scientists, carrier logistics experts, and project managers helps drive a smooth and efficient timeline that accommodates anticipated data requirement changes, rigorous test plans, and room for necessary user training.
Design experiences that create customers for life
