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What is Bonsai?

Bonsai functions as a cloud-based platform dedicated to marketing measurement and automation, providing brands with detailed insights into their marketing performance across multiple channels and allowing them to streamline their growth strategies. By employing advanced algorithms, Bonsai directs advertising platforms like Google and Meta to emphasize clicks that are more likely to result in significant business results rather than merely increasing click numbers, thereby prioritizing valuable interactions based on historical data. The platform also incorporates comprehensive audience analytics that automatically monitors customer journeys in both online and offline environments, enabling segmentation by recency, frequency, monetization (RFM), geography, technology, and user behavior without the need for extra tracking codes. For budget-conscious brands, Bonsai translates insights gained from its marketing mix modeling into actionable, profit-driven budgeting strategies, helping businesses identify areas with declining returns and optimize their expenditures across various channels. This comprehensive methodology not only empowers brands to make data-driven decisions but also enhances their ability to thrive and sustain growth in an increasingly competitive market landscape. By leveraging these innovative features, companies can better align their marketing efforts with their overarching business objectives.

What is Bonsai 27B?

Bonsai 27B emerges as the newest flagship in the Bonsai series, representing the first-ever 27B-class model crafted for mobile device functionality. Leveraging the foundation of Qwen3.6 27B, this model significantly enhances local device capabilities with sophisticated multi-step reasoning, structured tool interactions, vision tasks, and agentic loops that ensure coherence across numerous operations. The Bonsai 27B is offered in two unique versions, with the Ternary Bonsai 27B utilizing ternary weights alongside FP16 group-wise scaling to achieve an effective weight of 1.71 bits, while maintaining a 5.9 GB footprint ideal for high-performance laptops. Alternatively, the 1-bit Bonsai 27B adopts binary weights with the same group-wise scaling approach, resulting in an effective weight of 1.125 bits and a reduced size of 3.9 GB, which aligns well with the memory limitations of devices such as the iPhone 17 Pro. Both variants operate smoothly throughout the entire language network, encompassing embeddings, attention mechanisms, MLPs, and the language model head, without the need for higher-precision solutions. Additionally, they include a compact 4-bit vision tower, which empowers on-device workflows to accurately analyze screenshots, documents, and camera inputs, thereby improving user interaction and productivity. This groundbreaking methodology illustrates Bonsai 27B's dedication to advancing the frontiers of mobile AI technology and enhancing the user experience across diverse applications.

Media

Media

Integrations Supported

Google
Google Cloud CDN
Google Cloud Marketplace
Meta Ads Manager
Microsoft Advertising

Integrations Supported

API Availability

API Availability

Has API

Pricing Information

$1500 per month

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

iPhone
iPad
Mac

Customer Service / Support

Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Online Training

Training Options

Documentation Hub
Online Training

Company Facts

Organization Name

Bonsai

Date Founded

2025

Company Location

USA

Company Website

www.bonsaidata.io/platform

Company Facts

Organization Name

PrismML

Date Founded

2026

Company Location

United States

Company Website

prismml.com/news/bonsai-27b

Categories and Features

Marketing Analytics

Not specified

Categories and Features

AI Models

Not specified

Large Language Models

Not specified

Small Language Models

Not specified

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