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Discover in 30 minutes how to transform raw data into high-performance assets for ChatGPT, Google Gemini and Marketplaces.

"LLM-Readiness" diagnosis of your current website.

ROI projection with description automation.

Customized integration plan (API or Feed).

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FAQ

Perguntas frequentes

Does Koya integration require restructuring of my current platform?

No. Our architecture is "agnostic" and designed to operate via API, integrating seamlessly into your existing ecosystem, be it VTEX, Shopify, Magento or proprietary solutions. The Koya agent acts as an overlaid intelligence layer, enriching data without disrupting the operation of your ERP or PIM.

Does Koya integration require restructuring of my current platform?

No. Our architecture is "agnostic" and designed to operate via API, integrating seamlessly into your existing ecosystem, be it VTEX, Shopify, Magento or proprietary solutions. The Koya agent acts as an overlaid intelligence layer, enriching data without disrupting the operation of your ERP or PIM.

Does Koya integration require restructuring of my current platform?

No. Our architecture is "agnostic" and designed to operate via API, integrating seamlessly into your existing ecosystem, be it VTEX, Shopify, Magento or proprietary solutions. The Koya agent acts as an overlaid intelligence layer, enriching data without disrupting the operation of your ERP or PIM.

Does Koya integration require restructuring of my current platform?

No. Our architecture is "agnostic" and designed to operate via API, integrating seamlessly into your existing ecosystem, be it VTEX, Shopify, Magento or proprietary solutions. The Koya agent acts as an overlaid intelligence layer, enriching data without disrupting the operation of your ERP or PIM.

How does the system avoid "hallucinations" or incorrect data when generating descriptions?

We use a rigorous "Quality Loop" that not only generates content, but validates it cyclically. The agent scans and evaluates technical consistency before recommending changes. Our focus is semantic integrity: we cross-reference your product specifications with global knowledge bases to fill factual gaps, ensuring authority and reducing consumer mistrust.

How does the system avoid "hallucinations" or incorrect data when generating descriptions?

We use a rigorous "Quality Loop" that not only generates content, but validates it cyclically. The agent scans and evaluates technical consistency before recommending changes. Our focus is semantic integrity: we cross-reference your product specifications with global knowledge bases to fill factual gaps, ensuring authority and reducing consumer mistrust.

How does the system avoid "hallucinations" or incorrect data when generating descriptions?

We use a rigorous "Quality Loop" that not only generates content, but validates it cyclically. The agent scans and evaluates technical consistency before recommending changes. Our focus is semantic integrity: we cross-reference your product specifications with global knowledge bases to fill factual gaps, ensuring authority and reducing consumer mistrust.

How does the system avoid "hallucinations" or incorrect data when generating descriptions?

We use a rigorous "Quality Loop" that not only generates content, but validates it cyclically. The agent scans and evaluates technical consistency before recommending changes. Our focus is semantic integrity: we cross-reference your product specifications with global knowledge bases to fill factual gaps, ensuring authority and reducing consumer mistrust.

How long can I measure the ROI of this optimization?

The impact is perceived on two fronts: immediate and progressive. Immediately after upgrading via API, your internal "Quality Score" increases, indicating greater readiness for LLMs. Progressively, this translates into the recovery of qualified organic traffic and an increase in the conversion rate, as 52% of dropouts occur precisely due to information gaps that our AI eliminates.

How long can I measure the ROI of this optimization?

The impact is perceived on two fronts: immediate and progressive. Immediately after upgrading via API, your internal "Quality Score" increases, indicating greater readiness for LLMs. Progressively, this translates into the recovery of qualified organic traffic and an increase in the conversion rate, as 52% of dropouts occur precisely due to information gaps that our AI eliminates.

How long can I measure the ROI of this optimization?

The impact is perceived on two fronts: immediate and progressive. Immediately after upgrading via API, your internal "Quality Score" increases, indicating greater readiness for LLMs. Progressively, this translates into the recovery of qualified organic traffic and an increase in the conversion rate, as 52% of dropouts occur precisely due to information gaps that our AI eliminates.

How long can I measure the ROI of this optimization?

The impact is perceived on two fronts: immediate and progressive. Immediately after upgrading via API, your internal "Quality Score" increases, indicating greater readiness for LLMs. Progressively, this translates into the recovery of qualified organic traffic and an increase in the conversion rate, as 52% of dropouts occur precisely due to information gaps that our AI eliminates.

Is the solution viable for catalogs with high technical complexity or millions of SKUs?

For sure. Koya is designed to scale. Whether for marketplaces dealing with multi-seller variability or industries with dense technical specifications, our AI processes large volumes of data automatically. Continuous monitoring ensures that even with frequent catalog updates, data quality remains stable and optimized.

Is the solution viable for catalogs with high technical complexity or millions of SKUs?

For sure. Koya is designed to scale. Whether for marketplaces dealing with multi-seller variability or industries with dense technical specifications, our AI processes large volumes of data automatically. Continuous monitoring ensures that even with frequent catalog updates, data quality remains stable and optimized.

Is the solution viable for catalogs with high technical complexity or millions of SKUs?

For sure. Koya is designed to scale. Whether for marketplaces dealing with multi-seller variability or industries with dense technical specifications, our AI processes large volumes of data automatically. Continuous monitoring ensures that even with frequent catalog updates, data quality remains stable and optimized.

Is the solution viable for catalogs with high technical complexity or millions of SKUs?

For sure. Koya is designed to scale. Whether for marketplaces dealing with multi-seller variability or industries with dense technical specifications, our AI processes large volumes of data automatically. Continuous monitoring ensures that even with frequent catalog updates, data quality remains stable and optimized.

Does it work with which platforms?

VTEX, Shopify, Magento, Salesforce and any platform that accepts data imports or has an open API.

Does it work with which platforms?

VTEX, Shopify, Magento, Salesforce and any platform that accepts data imports or has an open API.

Does it work with which platforms?

VTEX, Shopify, Magento, Salesforce and any platform that accepts data imports or has an open API.

Does it work with which platforms?

VTEX, Shopify, Magento, Salesforce and any platform that accepts data imports or has an open API.