AI MODEL

Business Credit Report AI

Easily extract your Business Credit Report data using cutting age AI, powered by enterprise-grade GenAI and LLMs.

"Handling unstructured data without DeepOpinion was painful. Now it's like we've unlocked a superpower."

Trusted by enterprises large and small
LIVE DEMO

Try Business Credit Report
processing for free

Experience the power and simplicity of Business Credit Report data extraction with GenAI and domain-tuned LLMs.

Flat fields

additional comments
business address
business ID number
business name
business origin country
business origin state
business phone number
business type
CEO
charter number
company president
company status
credit limit recommendation
credit rating
credit risk
credit score
credit terms
currency
date of incorporation
factors lowering risk score
financial stability risk
financial stability risk class
financial stability score
guarantor name
guarantor social security number
industry risk comparison
number of employees
owner name
owner social security number
payment index
risk class
SIC code
tax ID number
type of ownership

Column names

No items found.
Security you can count on
THE PRODUCT
What is Business Credit Report automation?

Business Credit Report Automation revolutionizes how organizations handle their credit-related data processing. By leveraging the power of AI and machine learning, it enables the efficient extraction of key credit information such as credit scores, payment history, credit utilization, and credit inquiries, among other crucial details.

With DeepOpinion's AI Hub, businesses can build enterprise-grade AI apps in minutes, capable of handling millions of document layouts. A single Large Language Model (LLM) can process over 35,000+ layouts with 98%+ accuracy, reducing error rates 20x. Additionally, this cutting-edge technology requires zero training, offering domain-tuned Generative LLM zero-shot capabilities. Pre-trained models offer quick impact in common document types, while operational and maintenance advantages further streamline efficiency. T

he system's continuous learning improves AI accuracy over time, contributing to better business performance. In essence, Business Credit Report Automation eliminates the need for manual handling of complex credit reports, boosting operational efficiency and ultimately enhancing overall business performance.

THE DEEPOPINION DIFFERENCE
Why Choose DeepOpinion's Generative Business Credit Report processing?

Build Enterprise-Grade AI Apps

Create AI applications in minutes to process your documents without  using code.

Maximum Accuracy & Versatility

A single model can handle millions of different layouts with high accuracy, without the need for templates.

Zero-Training Needed

Use customizable pre-trained models that require no additional training, facilitating immediate deployment.

Continuous Accuracy Improvement

As new data is introduced, the AI enhances its accuracy through an automated learning loop.

Control Data Output

Easily manage data output and formats with features for data matching and the ability to loop in humans for review.

Testimonials

What customers are saying

"I was shocked by the leap in performance. Truly next-level straight through processing"

"Handling unstructured data without DeepOpinion was painful. Now it's like we've unlocked a superpower."

"DeepOpinion's zero-touch processing is unbelievable—it's four times more efficient than anything else we've seen!"

Frequently asked questions

What makes DeepOpinion’s approach to Business Credit Report processing different from traditional OCR solutions?

DeepOpinion's approach to Business Credit Report processing is fundamentally different from traditional OCR solutions in several ways. Firstly, the use of an AI Hub enables the creation of enterprise-grade AI applications in mere minutes, leveraging the combined power of generative and discriminative AI. This eliminates the need for high resource investments typically associated with building high-quality AI. Additionally, the AI Hub enhances document processing capabilities by training one Large Language Model (LLM) to handle a vast array of layouts with remarkable accuracy, thereby minimizing dependence on layouts and position-based information. This model versatility reduces error rates by 20 times and can handle 99% of global variation, providing a robust solution to the messy reality of document processing. Secondly, DeepOpinion offers zero-training necessary models that allow powerful AI models to be built without the need for large training data sets. This is accomplished using domain-tuned Generative LLM zero-shot capabilities, which can create models simply based on user descriptions of the desired output. For improved accuracy, DeepOpinion also offers the option to train AI models using only 50-100 training examples, a stark contrast to traditional solutions requiring 1500+ trained documents. The AI Hub also offers pre-trained models, operational and maintenance advantages, continuous learning functionality, and ease of use and scalability, all of which contribute to a more efficient and high-performing AI solution. Lastly, DeepOpinion's approach to Business Credit Report processing goes beyond just document processing. It integrates AI-driven communication, automation, and control hubs, providing a comprehensive solution to business operations. This allows for seamless integration with existing systems, robust exception handling, and comprehensive analytics and traceability. Furthermore, DeepOpinion's Coworker Hub acts as an expert AI assistant, providing instant answers to business questions, summarizing information from various resources, and assisting in task automation. These factors, combined with a significant improvement in operational savings and higher dark processing rates, make DeepOpinion's approach to Business Credit Report processing a game-changer in the industry.

How good are your document processing AI models?

DeepOpinion's document processing AI models excel in extracting information from a wide range of documents, including those with high variability and complex structures, such as unstructured or semi-structured documents. Leveraging domain-tuned Large Language Models (LLMs), these AI models are adept at understanding context and intent without relying on predefined templates or extensive training datasets. Capable of handling 99% of global document variations, they achieve an impressive accuracy rate of 98%+, significantly reducing error rates by 20 times. These domain-tuned, zero-shot capabilities facilitate the rapid creation of powerful, customized AI applications in minutes, not months. As a result, DeepOpinion not only outperforms major competitors by up to 3x on unstructured data but also offers a scalable solution that adapts to specific needs without the traditional requirements for AI training, making it a leader in document processing technology.

How can I improve and modify the AI output?

To enhance and adjust the AI output, DeepOpinion leverages both automatic improvements through its continuous learning loop and active learning sessions, as well as Human in the Loop (HITL) capabilities for manual interventions. The platform's AI models automatically improve over time by adapting to new data and user corrections, employing a sophisticated model-listening mechanism that captures and learns from every interaction. This ensures the AI's accuracy and understanding continuously evolve without explicit retraining.

Additionally, DeepOpinion's HITL feature allows for precise human oversight on low-confidence predictions or complex cases, which are then fed back into the AI system as learning instances. This combination of automated and manual refinement processes enables a dynamic improvement of AI outputs, ensuring they become increasingly accurate and tailored to specific user requirements and document types. This approach not only enhances efficiency but also allows for the AI to adapt to new formats and extraction needs seamlessly, maintaining high performance and adaptability.

How easy and fast is it to start seeing results?

DeepOpinion enables rapid deployment and integration, allowing users to see immediate results. The platform's pre-trained models and zero-shot capabilities mean that powerful AI applications can be developed and deployed within minutes, without the need for extensive data training or technical expertise.

Do I need to train or label data?

No initial training or labeling is required to start with DeepOpinion. The platform uses pre-trained models that are highly efficient and effective right out of the box, handling 99% of global document variations. These models can achieve 98%+ accuracy without the need for custom templates, pixel rules, or extensive labeled datasets, significantly reducing reliance on large amounts of training data traditionally required for AI systems.

However, for those seeking to fine-tune performance beyond 98% accuracy, DeepOpinion is designed to be 20x more data-efficient compared to traditional models. Where competitors might require 1,000-2,000 samples to improve model accuracy, DeepOpinion can achieve substantial accuracy improvements with just 50-100 examples. This unique feature allows for highly efficient, targeted learning that enhances the AI's capabilities with minimal data input, making DeepOpinion a highly adaptable and efficient choice for optimizing document processing AI performance.

What do I do if I want to extract additional fields from a document?

To extract additional fields from any document, DeepOpinion empowers users to simply describe in plain language what fields they want and the AI efficiently handles the rest. This intuitive process, supported by DeepOpinion's Generative Reasoning capabilities, allows for the extraction and interpretation of relational and contextual information within documents. Advanced Generative Reasoning even enables you to extract data that requires human interpretation and may not even be explicitly clear on the page.

What other AI capabilities do you offer?

DeepOpinion offers an expansive suite of AI capabilities designed for a wide range of document and text processing applications. At the core, DeepOpinion enables the creation of enterprise-grade AI applications within minutes, uniting generative and discriminative AI technologies to address complex challenges across various domains.

Key capabilities include:
Generative AI Apps: With over 60+ pre-trained models covering a diverse array of domains, users can process, summarize, and interpret data for numerous document types and text content. These models are highly customizable, allowing users to tailor AI applications to their specific requirements swiftly.
Model Versatility and Accuracy: DeepOpinion's LLMs handle 99% of global document variations, providing 98%+ accuracy without relying on templates or pixel rules. This model versatility significantly reduces error rates and supports domain-tuned, zero-shot capabilities for quick and efficient model development.
Data Efficiency: The platform's approach to AI for text and documents is 20x more data-efficient compared to competitors, requiring only 50-100 training examples to achieve significant accuracy improvements beyond 98% performance.
Automation and Integration: DeepOpinion's robust API connectivity enables secure integration with over 200+ enterprise systems, including RPAs, BPMs, and databases, facilitating seamless incorporation into existing workflows.
Advanced Features: The platform supports detailed business logic and rules, customizable output formats, and multi-path AI workflows without code, making it flexible for complex use cases. Additionally, it includes data post-processing, enrichment, validation, Human-in-the-Loop (HITL) capabilities for exception handling, data record matching, and input/output data mapping.
Generative Reasoning: Built-in generative reasoning capabilities allow the AI to understand relational and contextual information within documents. This feature is crucial for interpreting data accurately and maximizing the efficiency of straight-through processing.

DeepOpinion's comprehensive AI capabilities are designed to streamline document processing, enhance accuracy, and integrate seamlessly with existing systems, making it a powerful tool for businesses looking to leverage AI for operational efficiency and data management.

How can I integrate it into my other software tools and systems?

DeepOpinion can be securely and robustly integrated with over 200+ enterprise systems, including RPAs, BPMs, databases, chatbots, and more, via API. The platform supports REST API for seamless connectivity, facilitating easy and fast integration into existing software landscapes and enabling drag & drop live integrations.

Does DeepOpinion offer Human in the Loop capabilities?

Yes, DeepOpinion offers advanced Human in the Loop (HITL) capabilities, allowing for exception handling and precision improvement through human oversight. The platform's HITL interface and active learning sessions identify low-confidence data points that, if interpreted by a human, could significantly enhance performance, ensuring efficient and continuous improvement of AI accuracy.

How much does your AI cost?

DeepOpinion employs a volume-based pricing model, where costs are tailored based on the amount of data processed, the number of documents handled, or the extent of AI capabilities utilized, providing scalable solutions that accommodate varying operational sizes and requirements. To get a specific quote, we recommend experiencing a demo.

Which languages do you support?

DeeOpinion offers robust language support for text and document processing, covering the official language or predominant spoken language in 182 countries. Specifically, it provides processing capabilities for 100+ languages for text and 55+ languages for documents.

Text Processing Languages Supported:
Afrikaans, Albanian, Amharic, Arabic, Armenian, Assamese, Azerbaijani, Basque, Belarusian, Bengali, Bengali (Romanized), Bosnian, Breton, Bulgarian, Burmese, Catalan, Chinese (Simplified), Chinese (Traditional), Chinese (Cantonese), Chinese (Taiwanese), Czech, Danish, Dutch, English (US), English (GB), Esperanto, Estonian, Filipino, Finnish, French, Galician, Georgian, German, Greek, Gujarati, Hausa, Hebrew, Hindi, Hindi Romanized, Hungarian, Icelandic, Indonesian, Irish, Italian, Japanese, Javanese, Kannada, Kazakh, Khmer, Korean, Kurdish (Kurmanji), Kyrgyz, Lao, Latin, Latvian, Lithuanian, Macedonian, Malagasy, Malay, Malayalam, Marathi, Mongolian, Nepali, Norwegian, Oriya, Oromo, Pashto, Persian, Polish, Portuguese, Punjabi, Romanian, Russian, Sanskrit, Serbian, Sinhala, Slovak, Slovenian, Somali, Spanish, Sundanese, Swahili, Swedish, Tamil, Tamil Romanized, Telugu, Telugu Romanized, Thai, Turkish, Ukrainian, Urdu, Urdu Romanized, Uzbek, Vietnamese, Welsh, Xhosa, and Yiddish.

Document Processing Lanuages Supported:

For document processing we support: Afrikaans, Albanian, Arabic, Bengali, Bulgarian, Chinese (Simplified), Chinese (Traditional), Chinese (Cantonese), Chinese (Taiwanese), Croatian, Czech, Danish, Dutch, English (US), English (GB), Estonian, Farsi (Persian), Filipino (Tagalog), Finnish, French, German, Greek, Gujarati, Hebrew, Hindi, Hungarian, Indonesian, Italian, Japanese, Kannada, Korean, Latvian, Macedonian, Malayalam, Marathi, Nepali, Norwegian, Polish, Portuguese, Punjabi, Romanian, Russian, Slovak, Slovenian, Somali, Spanish, Swahili, Swedish, Tamil, Telugu, Thai, Turkish, Ukrainian, Urdu, Vietnamese.

Experience the difference
of Generative Automation

Frequently asked questions

What makes DeepOpinion’s approach to Business Credit Report processing different from traditional OCR solutions?

DeepOpinion's approach to Business Credit Report processing is fundamentally different from traditional OCR solutions in several ways. Firstly, the use of an AI Hub enables the creation of enterprise-grade AI applications in mere minutes, leveraging the combined power of generative and discriminative AI. This eliminates the need for high resource investments typically associated with building high-quality AI. Additionally, the AI Hub enhances document processing capabilities by training one Large Language Model (LLM) to handle a vast array of layouts with remarkable accuracy, thereby minimizing dependence on layouts and position-based information. This model versatility reduces error rates by 20 times and can handle 99% of global variation, providing a robust solution to the messy reality of document processing. Secondly, DeepOpinion offers zero-training necessary models that allow powerful AI models to be built without the need for large training data sets. This is accomplished using domain-tuned Generative LLM zero-shot capabilities, which can create models simply based on user descriptions of the desired output. For improved accuracy, DeepOpinion also offers the option to train AI models using only 50-100 training examples, a stark contrast to traditional solutions requiring 1500+ trained documents. The AI Hub also offers pre-trained models, operational and maintenance advantages, continuous learning functionality, and ease of use and scalability, all of which contribute to a more efficient and high-performing AI solution. Lastly, DeepOpinion's approach to Business Credit Report processing goes beyond just document processing. It integrates AI-driven communication, automation, and control hubs, providing a comprehensive solution to business operations. This allows for seamless integration with existing systems, robust exception handling, and comprehensive analytics and traceability. Furthermore, DeepOpinion's Coworker Hub acts as an expert AI assistant, providing instant answers to business questions, summarizing information from various resources, and assisting in task automation. These factors, combined with a significant improvement in operational savings and higher dark processing rates, make DeepOpinion's approach to Business Credit Report processing a game-changer in the industry.

How good are your document processing AI models?

DeepOpinion's document processing AI models excel in extracting information from a wide range of documents, including those with high variability and complex structures, such as unstructured or semi-structured documents. Leveraging domain-tuned Large Language Models (LLMs), these AI models are adept at understanding context and intent without relying on predefined templates or extensive training datasets. Capable of handling 99% of global document variations, they achieve an impressive accuracy rate of 98%+, significantly reducing error rates by 20 times. These domain-tuned, zero-shot capabilities facilitate the rapid creation of powerful, customized AI applications in minutes, not months. As a result, DeepOpinion not only outperforms major competitors by up to 3x on unstructured data but also offers a scalable solution that adapts to specific needs without the traditional requirements for AI training, making it a leader in document processing technology.

How can I improve and modify the AI output?

To enhance and adjust the AI output, DeepOpinion leverages both automatic improvements through its continuous learning loop and active learning sessions, as well as Human in the Loop (HITL) capabilities for manual interventions. The platform's AI models automatically improve over time by adapting to new data and user corrections, employing a sophisticated model-listening mechanism that captures and learns from every interaction. This ensures the AI's accuracy and understanding continuously evolve without explicit retraining.

Additionally, DeepOpinion's HITL feature allows for precise human oversight on low-confidence predictions or complex cases, which are then fed back into the AI system as learning instances. This combination of automated and manual refinement processes enables a dynamic improvement of AI outputs, ensuring they become increasingly accurate and tailored to specific user requirements and document types. This approach not only enhances efficiency but also allows for the AI to adapt to new formats and extraction needs seamlessly, maintaining high performance and adaptability.

How easy and fast is it to start seeing results?

DeepOpinion enables rapid deployment and integration, allowing users to see immediate results. The platform's pre-trained models and zero-shot capabilities mean that powerful AI applications can be developed and deployed within minutes, without the need for extensive data training or technical expertise.

Do I need to train or label data?

No initial training or labeling is required to start with DeepOpinion. The platform uses pre-trained models that are highly efficient and effective right out of the box, handling 99% of global document variations. These models can achieve 98%+ accuracy without the need for custom templates, pixel rules, or extensive labeled datasets, significantly reducing reliance on large amounts of training data traditionally required for AI systems.

However, for those seeking to fine-tune performance beyond 98% accuracy, DeepOpinion is designed to be 20x more data-efficient compared to traditional models. Where competitors might require 1,000-2,000 samples to improve model accuracy, DeepOpinion can achieve substantial accuracy improvements with just 50-100 examples. This unique feature allows for highly efficient, targeted learning that enhances the AI's capabilities with minimal data input, making DeepOpinion a highly adaptable and efficient choice for optimizing document processing AI performance.

What do I do if I want to extract additional fields from a document?

To extract additional fields from any document, DeepOpinion empowers users to simply describe in plain language what fields they want and the AI efficiently handles the rest. This intuitive process, supported by DeepOpinion's Generative Reasoning capabilities, allows for the extraction and interpretation of relational and contextual information within documents. Advanced Generative Reasoning even enables you to extract data that requires human interpretation and may not even be explicitly clear on the page.

What other AI capabilities do you offer?

DeepOpinion offers an expansive suite of AI capabilities designed for a wide range of document and text processing applications. At the core, DeepOpinion enables the creation of enterprise-grade AI applications within minutes, uniting generative and discriminative AI technologies to address complex challenges across various domains.

Key capabilities include:
Generative AI Apps: With over 60+ pre-trained models covering a diverse array of domains, users can process, summarize, and interpret data for numerous document types and text content. These models are highly customizable, allowing users to tailor AI applications to their specific requirements swiftly.
Model Versatility and Accuracy: DeepOpinion's LLMs handle 99% of global document variations, providing 98%+ accuracy without relying on templates or pixel rules. This model versatility significantly reduces error rates and supports domain-tuned, zero-shot capabilities for quick and efficient model development.
Data Efficiency: The platform's approach to AI for text and documents is 20x more data-efficient compared to competitors, requiring only 50-100 training examples to achieve significant accuracy improvements beyond 98% performance.
Automation and Integration: DeepOpinion's robust API connectivity enables secure integration with over 200+ enterprise systems, including RPAs, BPMs, and databases, facilitating seamless incorporation into existing workflows.
Advanced Features: The platform supports detailed business logic and rules, customizable output formats, and multi-path AI workflows without code, making it flexible for complex use cases. Additionally, it includes data post-processing, enrichment, validation, Human-in-the-Loop (HITL) capabilities for exception handling, data record matching, and input/output data mapping.
Generative Reasoning: Built-in generative reasoning capabilities allow the AI to understand relational and contextual information within documents. This feature is crucial for interpreting data accurately and maximizing the efficiency of straight-through processing.

DeepOpinion's comprehensive AI capabilities are designed to streamline document processing, enhance accuracy, and integrate seamlessly with existing systems, making it a powerful tool for businesses looking to leverage AI for operational efficiency and data management.

How can I integrate it into my other software tools and systems?

DeepOpinion can be securely and robustly integrated with over 200+ enterprise systems, including RPAs, BPMs, databases, chatbots, and more, via API. The platform supports REST API for seamless connectivity, facilitating easy and fast integration into existing software landscapes and enabling drag & drop live integrations.

Does DeepOpinion offer Human in the Loop capabilities?

Yes, DeepOpinion offers advanced Human in the Loop (HITL) capabilities, allowing for exception handling and precision improvement through human oversight. The platform's HITL interface and active learning sessions identify low-confidence data points that, if interpreted by a human, could significantly enhance performance, ensuring efficient and continuous improvement of AI accuracy.

How much does your AI cost?

DeepOpinion employs a volume-based pricing model, where costs are tailored based on the amount of data processed, the number of documents handled, or the extent of AI capabilities utilized, providing scalable solutions that accommodate varying operational sizes and requirements. To get a specific quote, we recommend experiencing a demo.

Which languages do you support?

DeeOpinion offers robust language support for text and document processing, covering the official language or predominant spoken language in 182 countries. Specifically, it provides processing capabilities for 100+ languages for text and 55+ languages for documents.

Text Processing Languages Supported:
Afrikaans, Albanian, Amharic, Arabic, Armenian, Assamese, Azerbaijani, Basque, Belarusian, Bengali, Bengali (Romanized), Bosnian, Breton, Bulgarian, Burmese, Catalan, Chinese (Simplified), Chinese (Traditional), Chinese (Cantonese), Chinese (Taiwanese), Czech, Danish, Dutch, English (US), English (GB), Esperanto, Estonian, Filipino, Finnish, French, Galician, Georgian, German, Greek, Gujarati, Hausa, Hebrew, Hindi, Hindi Romanized, Hungarian, Icelandic, Indonesian, Irish, Italian, Japanese, Javanese, Kannada, Kazakh, Khmer, Korean, Kurdish (Kurmanji), Kyrgyz, Lao, Latin, Latvian, Lithuanian, Macedonian, Malagasy, Malay, Malayalam, Marathi, Mongolian, Nepali, Norwegian, Oriya, Oromo, Pashto, Persian, Polish, Portuguese, Punjabi, Romanian, Russian, Sanskrit, Serbian, Sinhala, Slovak, Slovenian, Somali, Spanish, Sundanese, Swahili, Swedish, Tamil, Tamil Romanized, Telugu, Telugu Romanized, Thai, Turkish, Ukrainian, Urdu, Urdu Romanized, Uzbek, Vietnamese, Welsh, Xhosa, and Yiddish.

Document Processing Lanuages Supported:

For document processing we support: Afrikaans, Albanian, Arabic, Bengali, Bulgarian, Chinese (Simplified), Chinese (Traditional), Chinese (Cantonese), Chinese (Taiwanese), Croatian, Czech, Danish, Dutch, English (US), English (GB), Estonian, Farsi (Persian), Filipino (Tagalog), Finnish, French, German, Greek, Gujarati, Hebrew, Hindi, Hungarian, Indonesian, Italian, Japanese, Kannada, Korean, Latvian, Macedonian, Malayalam, Marathi, Nepali, Norwegian, Polish, Portuguese, Punjabi, Romanian, Russian, Slovak, Slovenian, Somali, Spanish, Swahili, Swedish, Tamil, Telugu, Thai, Turkish, Ukrainian, Urdu, Vietnamese.

AI MODEL

Business Credit Report AI

Easily extract your Business Credit Report data using cutting age AI, powered by enterprise-grade GenAI and LLMs.

"Handling unstructured data without DeepOpinion was painful. Now it's like we've unlocked a superpower."

LIVE DEMO

Try Business Credit Report
processing for free

Experience the power and simplicity of Business Credit Report data extraction with GenAI and domain-tuned LLMs.

Flat fields

additional comments
business address
business ID number
business name
business origin country
business origin state
business phone number
business type
CEO
charter number
company president
company status
credit limit recommendation
credit rating
credit risk
credit score
credit terms
currency
date of incorporation
factors lowering risk score
financial stability risk
financial stability risk class
financial stability score
guarantor name
guarantor social security number
industry risk comparison
number of employees
owner name
owner social security number
payment index
risk class
SIC code
tax ID number
type of ownership

Column names

No items found.
Security you can count on
How it works

How does Business Credit Report processing work?

Immediately develop AI applications within DeepOpinion for document processing, seamlessly integrating them into your current workflow or crafting a new workflow entirely on the DeepOpinion platform.

01.

Connect Documents

Upload PDFs and images or connect to any document source via API.

02.

Extract Data

Extract essential information, using Generative Reasoning and Document Processing.

03.

Automate Work

Seamlessly integrate with your downstream systems, to automate your cognitive work.

THE DEEPOPINION DIFFERENCE

Why Choose DeepOpinion's Generative Business Credit Report processing?

Build Enterprise-GradeAI Apps

Create AI applications in minutes to process your documents without  using code.

Maximum Accuracy & Versatility

A single model can handle millions of different layouts with high accuracy, without the need for templates.

Zero-Training Needed

Use customizable pre-trained models that require no additional training, facilitating immediate deployment.

Continuous Accuracy Improvement

As new data is introduced, the AI enhances its accuracy through an automated learning loop.

Control Data Output

Easily manage data output and formats with features for data matching and the ability to loop in humans for review.

Testimonials

What customers are saying

"I was shocked by the leap in performance. Truly next-level straight through processing"

"Handling unstructured data without DeepOpinion was painful. Now it's like we've unlocked a superpower."

"DeepOpinion's zero-touch processing is unbelievable—it's four times more efficient than anything else we've seen!"