AI MODEL

Certificate of Origin AI

Easily extract your Certificate of Origin data using cutting age AI, powered by enterprise-grade GenAI and LLMs.

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

Trusted by enterprises large and small
LIVE DEMO

Try Certificate of Origin
processing for free

Experience the power and simplicity of Certificate of Origin data extraction with GenAI and domain-tuned LLMs.

Flat fields

additional notes
bill of lading number
certificate date
certificate number
consignee address
consignee name
country of destination
country of origin
exporter address
exporter name
invoice date
invoice number
manufacturer address
manufacturer name
means of transportation
transport route

Column names

Buyer Name
Delivery Date
Security you can count on
THE PRODUCT
What is Certificate of Origin automation?

Certificate of Origin Automation utilizes the power of AI and machine learning to streamline and automate the process of extracting key information from Certificate of Origin documents. The technology takes advantage of DeepOpinion's AI Hub, which allows businesses to build enterprise-grade AI applications in minutes, eliminating the time, financial and technical constraints of traditional methods.

It eliminates the dependence on layouts and position-based information, a common problem in traditional OCR. Instead, one Large Language Model (LLM) can handle 99% of global variation, reducing error rates by a significant 20x. DeepOpinion's technology is highly versatile, capable of processing a wide variety of layouts, including unstructured documents, long multi-page docs and contracts, and even documents with handwriting and signatures.

Furthermore, the technology requires zero-training, making it a data-efficient solution for businesses. It offers pre-trained models for quick impact on common document types and improves operational efficiency by reducing reliance on predefined templates. The technology also supports continuous learning, enabling AI models to continuously improve accuracy as more data is processed. This innovation in Certificate of Origin processing not only improves operational efficiency but also contributes significantly to the overall business performance.

THE DEEPOPINION DIFFERENCE
Why Choose DeepOpinion's Generative Certificate of Origin 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 Certificate of Origin processing different from traditional OCR solutions?

DeepOpinion employs a sophisticated approach to Certificate of Origin processing that fundamentally differs from traditional OCR solutions. Its proprietary technology, the AI Hub, employs a Large Language Model (LLM) that can handle millions of layouts of semi and unstructured documents with an accuracy rate of over 98%. This approach is remarkably versatile, able to process wide layout variety, extract hierarchical information and line items & tables, and even handle handwriting and signatures. The LLM is capable of processing long multi-page documents and contracts, operating efficiently across 100+ languages and even skewed, stamped, smudged, or low-resolution documents. This represents a significant leap in document processing, reducing error rates by up to 20 times and making it independent from relying on layouts. The AI Hub also offers a zero-training necessary approach to data processing. With traditional OCR solutions, large training data sets are required, especially for handling complex unstructured documents, and this often results in inaccurate models. DeepOpinion's AI Hub, however, can build powerful models without requiring any data training. This is achieved through the use of domain-tuned Generative LLM zero-shot capabilities that allow the AI to create models based on descriptions. For instances where data training is necessary, the AI Hub requires only 50-100 training examples for over 98% accuracy, which significantly outperforms major competitors on unstructured data. Moreover, DeepOpinion's AI Hub offers operational and maintenance advantages over traditional OCR solutions. Traditional OCR solutions often require high training and maintenance effort and cost, and struggle with flexible or unstructured layouts. DeepOpinion's models, however, reduce reliance on predefined templates and offer capabilities for complete dark processing. It also features an automated continuous learning loop and data network effect, which improves the performance of AI as more data is passed through the models and corrections are made. This means that the learning benefits of a model from use in a specific domain benefit all users of that model, which indirectly contributes to better models for all. DeepOpinion's generative reasoning capabilities allow it to interpret relational and contextual information in documents, enabling the extraction of useful data to maximize later straight through processing. This makes it unique among OCR solutions.

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 Certificate of Origin processing different from traditional OCR solutions?

DeepOpinion employs a sophisticated approach to Certificate of Origin processing that fundamentally differs from traditional OCR solutions. Its proprietary technology, the AI Hub, employs a Large Language Model (LLM) that can handle millions of layouts of semi and unstructured documents with an accuracy rate of over 98%. This approach is remarkably versatile, able to process wide layout variety, extract hierarchical information and line items & tables, and even handle handwriting and signatures. The LLM is capable of processing long multi-page documents and contracts, operating efficiently across 100+ languages and even skewed, stamped, smudged, or low-resolution documents. This represents a significant leap in document processing, reducing error rates by up to 20 times and making it independent from relying on layouts. The AI Hub also offers a zero-training necessary approach to data processing. With traditional OCR solutions, large training data sets are required, especially for handling complex unstructured documents, and this often results in inaccurate models. DeepOpinion's AI Hub, however, can build powerful models without requiring any data training. This is achieved through the use of domain-tuned Generative LLM zero-shot capabilities that allow the AI to create models based on descriptions. For instances where data training is necessary, the AI Hub requires only 50-100 training examples for over 98% accuracy, which significantly outperforms major competitors on unstructured data. Moreover, DeepOpinion's AI Hub offers operational and maintenance advantages over traditional OCR solutions. Traditional OCR solutions often require high training and maintenance effort and cost, and struggle with flexible or unstructured layouts. DeepOpinion's models, however, reduce reliance on predefined templates and offer capabilities for complete dark processing. It also features an automated continuous learning loop and data network effect, which improves the performance of AI as more data is passed through the models and corrections are made. This means that the learning benefits of a model from use in a specific domain benefit all users of that model, which indirectly contributes to better models for all. DeepOpinion's generative reasoning capabilities allow it to interpret relational and contextual information in documents, enabling the extraction of useful data to maximize later straight through processing. This makes it unique among OCR solutions.

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

Certificate of Origin AI

Easily extract your Certificate of Origin data using cutting age AI, powered by enterprise-grade GenAI and LLMs.

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

LIVE DEMO

Try Certificate of Origin
processing for free

Experience the power and simplicity of Certificate of Origin data extraction with GenAI and domain-tuned LLMs.

Flat fields

additional notes
bill of lading number
certificate date
certificate number
consignee address
consignee name
country of destination
country of origin
exporter address
exporter name
invoice date
invoice number
manufacturer address
manufacturer name
means of transportation
transport route

Column names

Buyer Name
Delivery Date
Security you can count on
How it works

How does Certificate of Origin 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 Certificate of Origin 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!"