Albatross AI

What Albatross AI does

Albatross AI is a Swiss software company that builds a real-time AI discovery platform for digital marketplaces, e-commerce retailers, and travel platforms. Founded in September 2024 in Zurich by three former Amazon AI leaders (Dr. Kevin Kahn, Dr. Matteo Ruffini, and Johan Boissard), the company sells a transformer-based "perception model" stack that ingests live user events (views, clicks, searches, purchases) and updates user and item embeddings on every interaction, serving low-latency predictions that adapt to user behavior within a session rather than relying on nightly batch updates. The platform is exposed as five modular API primitives — Discovery Feed, Similar Items, Playlist, Dynamic Ranking, and Contextual Search — that can be combined to power homepage feeds, product detail pages, checkout cross-sell, search re-ranking, and style boards, with content embeddings handling cold-start items in hours rather than days.

The technology stack is documented as Python and PyTorch for ML, TypeScript for the platform/frontend, and Rust for performance-critical systems, with end-to-end p95 latency under 100ms and 30B+ predictions served annually across customers. Albatross monetizes through tiered monthly subscriptions anchored to customer Monthly Active Users (€10K/month SME to €40K/month Enterprise, with each additional primitive adding 10%) and volume-based prediction pricing (€0.50 down to €0.10 per 1,000 predictions). Go-to-market combines a consultative enterprise sales motion targeting marketplaces, retail, and travel with an API-first, documented self-serve surface. Wallapop, Spain's leading C2C recommerce marketplace with 21M monthly users, is the publicly featured flagship deployment, with documented A/B-test gains of 118.9% in engagement, 104.8% in favorites, and 46.9% in purchase intentions, and full production rollout completed in seven weeks.

Name

Albatross AI

Legal name

Albatross.AI AG

Website

https://usealbatross.ai

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

11–50 employees

Short description

Albatross AI builds a real-time AI discovery platform using proprietary transformer-based perception models that update user embeddings on every interaction, sold via API primitives to marketplaces, retailers, and travel platforms through tiered subscriptions plus usage-based pricing.

Ownership category

akta.pro rank

Product category

AI-Powered Recommendation and Personalization Platform

NAICS

Software Publishers (5132)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)

akta.pro secondary industries

Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), Travel, Hospitality & Local Discovery Recommendations (HDAAAGAG)

Keywords

• Real-time recommendation engine
• AI personalization platform
• Discovery primitives API
• Perception models AI
• E-commerce discovery infrastructure

Headquarters

HQ city

Baar

HQ country

Switzerland

HQ region

Europe

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations

Revenue model

1. Platform Subscription: Subscription-based pricing with four tiers based on Monthly Active Users: SME (€10,000/month for <1M MAU), Growth (€20,000/month for 1-5M MAU), Scale (€30,000/month for 5-10M MAU), and Enterprise (€40,000/month for 10M+ MAU). Additional primitives add 10% to platform fee. Includes unlimited use of selected core primitives within subscription.
2. Usage-based Predictions: Marginal tiers per 1,000 predictions: First 100M/month at €0.50/1k, 100M-200M/month at €0.25/1k, 200M+ at €0.10/1k. Volume discounts apply at higher usage levels.

Pricing tiers

Go-to-market motion2 records

Distribution channels2 records

Marketing channels6 records

Core offering

Albatross AI provides a real-time AI discovery platform that deploys transformer-based perception models to capture in-session user intent and convert it into personalized recommendations, search results, and dynamic rankings. The offering is exposed to enterprise customers as five modular API primitives — Discovery Feed, Similar Items, Playlist, Dynamic Ranking, and Contextual Search — backed by a low-latency serving infrastructure (sub-100ms p95) that processes live user-event streams and updates user/item embeddings on every interaction.

Product overview

Albatross offers a unified real-time AI discovery platform built around five modular primitives: Discovery Feed, Similar Items, Playlist, Dynamic Ranking, and Contextual Search. These primitives share the same perception and ranking infrastructure, allowing customers to generate recommendations, personalize search, or rerank candidate lists from existing systems. The platform is powered by proprietary transformer-based perception models that process live user behavior at millisecond speed, updating user and item representations with every interaction. The architecture combines catalog layer (content embeddings), user layer (real-time user embeddings from interaction sequences), and serving layer (top-K ranked predictions) into an integrated pipeline serving 30B+ predictions annually.

Differentiator

Problem solved

Functional benefit

Products and services

• Discovery Feed

Quantifiable outcome

• 118.9% increase in user engagement (Wallapop 4-week A/B test)
• +6 more outcomes

Named customers1 record

Segments4 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability7 records

Feature6 records

Partnerships

One partnership is on record.

• WallapopflagshipStrategic or Co-development Partner · 12 February 2026Strategic partnership to deploy real-time AI discovery across Wallapop's C2C marketplace platform. Wallapop is Spain's leading C2C marketplace for conscious consumption with 21 million monthly users. The partnership represents one of the earliest large-scale commercial deployments of adaptive in-session AI discovery in recommerce. Early A/B testing on 10% of traffic demonstrated 118.9% increase in user engagement, 104.8% increase in favorites and interactions, and 46.9% increase in purchase intentions over four weeks, with results sustained over a four-month production period.

Scale indicators9 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Constructor.io: Constructor.io provides AI-powered search, recommendations, and personalization for large e-commerce and marketplace catalogs, including similar-items and dynamic ranking primitives. It is one of the closest direct competitors to Albatross in real-time commerce discovery.
• Algolia: Algolia offers a search and discovery API platform with personalization and recommendation features used by marketplaces and retailers. It directly overlaps with Albatross's API-first discovery primitives and target verticals of marketplaces and retail.
• Bloomreach: Bloomreach is a digital experience platform combining commerce, content, and AI-driven personalization for retailers and marketplaces. Its Loomi AI and personalization engines compete directly with Albatross's real-time discovery and ranking primitives.
• Algonomy: Algonomy (formerly RichRelevance) provides personalization, recommendations, and real-time decisioning for retail and marketplaces. Its product set directly competes with Albatross's personalization, recommendations, and re-ranking capabilities for commerce.
• Recombee: Recombee is a recommendation engine API offering real-time, AI-driven personalization and item-to-item similarity across e-commerce, media, and travel. It is directly comparable to Albatross in API delivery model and target verticals.
• Coveo: Coveo provides AI-powered search, personalization, and recommendation technology for commerce, marketplaces, and enterprise digital experiences. Its relevance and personalization platform competes with Albatross across the same customer segments.

Emerging players

• Klevu: Klevu offers AI-powered on-site search, recommendations, and personalization specifically for e-commerce merchants. It is an emerging player in the same niche as Albatross, focused on a narrower subset of the commerce discovery use cases.

Broad incumbents

• Amazon Personalize: Amazon Personalize is AWS's managed real-time personalization and recommendation service within a broad cloud AI portfolio. As a broad incumbent, it overlaps with Albatross on real-time recommendations but bundles within a much larger enterprise cloud ecosystem and competes at the platform level.
• Google Vertex AI: Google Vertex AI offers end-to-end ML model training, deployment, and recommendation capabilities within Google Cloud. As a broad incumbent cloud AI platform, it competes with Albatross on enterprise ML infrastructure and recommendation serving at scale.
• Adobe (Real-Time CDP / Sensei): Adobe offers real-time customer data platform and AI-driven personalization through Adobe Experience Platform and Sensei, targeting retail, marketplaces, and digital media. It is a broad incumbent with overlapping personalization and recommendation capabilities at enterprise scale.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks7 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/usealbatross

Revenue estimate

Valuation estimate

Number of profiles

Profiles3 records

Funding overview

Funding rounds2 records

Investors3 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Albatross AI